###load packages

cleaning

## assumption check
random_variable <- rchisq(nrow(data), 7)
fake_model <- lm(random_variable ~ ., 
                 data = data[ , -c(86:91)])
standardized <- rstudent(fake_model)
fitvalues <- scale(fake_model$fitted.values)
plot(fake_model,2)#check for linearity

#We assume the the multivariate relationship between continuous variables is linear (i.e., no curved)
#There are many ways to test this, but we can use a QQ/PP Plot to examine for linearity

hist(standardized)#check for normality

#We expect that the residuals are normally distributed
#Not that the *sample* is normally distributed 
#Generally, SEM requires a large sample size, thus, buffering against normality deviations

{plot(standardized, fitvalues)
  abline(v = 0)
  abline(h = 0)
}#check for homogeneity + Homoscedasticity

#These assumptions are about equality of the variances
#We assume equal variances between groups for things like t-tests, ANOVA
#Here the assumption is equality in the spread of variance across predicted values 

##rename
data_cleaned <- data

#prepare dataframe for different scales
DGS <- data_cleaned[grep("DGS_1",colnames(data_cleaned)):grep("DGS_75",colnames(data_cleaned))]
## Warning in grep("DGS_1", colnames(data_cleaned)):grep("DGS_75",
## colnames(data_cleaned)): numerical expression has 11 elements: only the first
## used
DGS <- DGS[,-c(grep("DGS_31",colnames(DGS)),grep("DGS_53",colnames(DGS)))]

HEXACO_C <- data_cleaned[grep("HEXACO_C_1",colnames(data_cleaned)):grep("HEXACO_C_10",colnames(data_cleaned))]
## Warning in grep("HEXACO_C_1", colnames(data_cleaned)):grep("HEXACO_C_10", :
## numerical expression has 2 elements: only the first used

###EFA

##descriptive analysis for all items
DGS_descriptive <- describe(DGS)
##EFA for DGS

#Kaiser Criterion
ev<- eigen(cor(DGS))
ev$values
##  [1] 19.3015758  6.5367478  4.0912994  2.5035900  1.9706450  1.6306393
##  [7]  1.4964955  1.3176849  1.1813828  1.1355713  1.0499204  0.9810258
## [13]  0.9679748  0.9045668  0.8956600  0.8465797  0.8362853  0.7955178
## [19]  0.7670613  0.7435598  0.7406719  0.7198814  0.6925213  0.6731210
## [25]  0.6602717  0.6308560  0.6287520  0.6209171  0.6012473  0.5903499
## [31]  0.5845905  0.5583812  0.5484020  0.5373060  0.5328187  0.5198942
## [37]  0.5134848  0.5025333  0.4933992  0.4813948  0.4737598  0.4605507
## [43]  0.4542229  0.4439795  0.4391030  0.4178305  0.4129718  0.4034482
## [49]  0.3952307  0.3829681  0.3732319  0.3714248  0.3631845  0.3595728
## [55]  0.3490402  0.3426406  0.3357931  0.3331916  0.3269828  0.3177390
## [61]  0.3070908  0.3044725  0.2940208  0.2888252  0.2795129  0.2755591
## [67]  0.2748170  0.2632500  0.2542705  0.2462390  0.2358621  0.2244406
## [73]  0.2101954
sum(ev$values > 1)
## [1] 11
sum(ev$values > .7)
## [1] 22
#scree plot and parallel analysis
scree(DGS, pc=FALSE)

fa.parallel(DGS,
            fm="ml",
            fa="fa")

## Parallel analysis suggests that the number of factors =  8  and the number of components =  NA
DGS_fit_9 <- DGS %>%
  select(!c(DGS_3,DGS_4,DGS_12,DGS_14,DGS_16,DGS_25,DGS_40,DGS_43,DGS_34,DGS_50,DGS_59,DGS_62,DGS_66,DGS_37,DGS_42,DGS_23))

EFA_fit_9 <- fa(DGS_fit_9,
             nfactors = 9,
             rotate = "oblimin",
             fm="ml")
EFA_fit_9
## Factor Analysis using method =  ml
## Call: fa(r = DGS_fit_9, nfactors = 9, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##          ML1   ML7   ML4   ML6   ML2   ML5   ML3   ML9   ML8   h2   u2 com
## DGS_1   0.03 -0.01 -0.06  0.50 -0.11  0.06  0.09  0.15 -0.14 0.35 0.65 1.6
## DGS_2  -0.03  0.04  0.05  0.07  0.00  0.08  0.76 -0.04 -0.06 0.66 0.34 1.1
## DGS_5   0.22  0.53  0.04  0.07 -0.04 -0.10  0.16  0.17 -0.02 0.53 0.47 1.9
## DGS_6   0.13 -0.04  0.20  0.05  0.11  0.20 -0.04  0.27  0.42 0.58 0.42 3.3
## DGS_7   0.43 -0.04  0.05  0.09  0.23  0.05  0.14  0.02  0.12 0.54 0.46 2.2
## DGS_8   0.25  0.37 -0.02  0.15  0.10  0.08  0.05 -0.05 -0.03 0.46 0.54 2.6
## DGS_9   0.10  0.22  0.55  0.07 -0.09  0.03  0.08  0.13 -0.31 0.63 0.37 2.3
## DGS_10 -0.02  0.82  0.00  0.06  0.02 -0.02  0.07 -0.03  0.02 0.73 0.27 1.0
## DGS_11 -0.03  0.07 -0.02 -0.01  0.04  0.04  0.78 -0.04  0.01 0.62 0.38 1.0
## DGS_13  0.32  0.09  0.04  0.18  0.07  0.01  0.27  0.18 -0.10 0.47 0.53 3.9
## DGS_15  0.32  0.36  0.04  0.13  0.00  0.03 -0.01 -0.19  0.20 0.61 0.39 3.5
## DGS_17  0.50  0.08  0.07  0.06  0.10  0.09 -0.02 -0.25 -0.06 0.56 0.44 1.8
## DGS_18  0.50  0.12  0.04  0.08  0.07  0.14  0.01  0.09  0.21 0.61 0.39 1.9
## DGS_19  0.32  0.00  0.18  0.13  0.00 -0.04  0.05 -0.09  0.30 0.44 0.56 3.3
## DGS_20  0.03 -0.04  0.34  0.05  0.38 -0.10 -0.08 -0.04  0.16 0.43 0.57 2.7
## DGS_21  0.00  0.02  0.00  0.83 -0.01 -0.01  0.04  0.01 -0.03 0.72 0.28 1.0
## DGS_22  0.46 -0.09  0.04  0.00 -0.06 -0.05 -0.03 -0.16  0.07 0.25 0.75 1.5
## DGS_24  0.21  0.06  0.05  0.02  0.41  0.09  0.12  0.04  0.03 0.45 0.55 2.0
## DGS_26 -0.01  0.59  0.05  0.11 -0.05  0.03  0.12 -0.04 -0.01 0.53 0.47 1.2
## DGS_27  0.16 -0.05  0.58  0.03 -0.06  0.12  0.04 -0.06  0.07 0.53 0.47 1.3
## DGS_28 -0.05 -0.01  0.01  0.00  0.81 -0.01  0.05  0.03 -0.02 0.66 0.34 1.0
## DGS_29 -0.05 -0.04  0.75 -0.01  0.11  0.07  0.07 -0.03  0.00 0.66 0.34 1.1
## DGS_30  0.41  0.21  0.10  0.10  0.04  0.12 -0.03 -0.02  0.16 0.56 0.44 2.4
## DGS_32  0.52  0.00  0.10  0.00  0.02  0.02  0.16 -0.10  0.05 0.47 0.53 1.4
## DGS_33  0.47  0.27  0.03  0.05  0.03  0.08 -0.03 -0.15  0.11 0.59 0.41 2.1
## DGS_35  0.02  0.00  0.11 -0.02  0.70 -0.05  0.04  0.01  0.02 0.59 0.41 1.1
## DGS_36  0.55 -0.04  0.10  0.07  0.07  0.18  0.02 -0.10 -0.13 0.54 0.46 1.6
## DGS_38 -0.06  0.01 -0.02  0.13  0.15  0.26 -0.02  0.52  0.10 0.45 0.55 2.0
## DGS_39  0.06 -0.08  0.15  0.01  0.13  0.29  0.03  0.17  0.48 0.61 0.39 2.5
## DGS_41 -0.09  0.67  0.03  0.01 -0.07  0.07  0.10  0.00  0.07 0.51 0.49 1.2
## DGS_44 -0.01  0.27  0.01  0.57  0.07  0.14 -0.10 -0.12 -0.15 0.65 0.35 1.9
## DGS_45 -0.01  0.07  0.01  0.02 -0.02  0.68  0.11  0.05 -0.09 0.56 0.44 1.1
## DGS_46  0.21  0.15  0.45  0.03  0.08  0.14 -0.06 -0.11  0.00 0.59 0.41 2.2
## DGS_47  0.07  0.47  0.10  0.05 -0.25  0.02  0.04  0.13 -0.10 0.41 0.59 2.0
## DGS_48  0.05 -0.10  0.03 -0.02  0.37 -0.06  0.44 -0.03  0.15 0.53 0.47 2.5
## DGS_49  0.49 -0.02  0.16  0.07  0.10 -0.10  0.13  0.07  0.23 0.60 0.40 2.1
## DGS_51  0.15  0.29  0.37  0.10 -0.13 -0.01  0.04  0.20 -0.16 0.45 0.55 4.0
## DGS_52 -0.07 -0.02  0.79 -0.06  0.12 -0.04 -0.01 -0.01  0.09 0.65 0.35 1.1
## DGS_54 -0.04  0.46  0.16 -0.06 -0.02  0.05 -0.07 -0.10 -0.25 0.37 0.63 2.1
## DGS_55  0.14  0.10  0.02 -0.05 -0.07  0.25  0.12 -0.08  0.36 0.34 0.66 3.0
## DGS_56  0.62  0.04  0.03  0.01  0.12  0.00  0.12  0.13  0.08 0.59 0.41 1.3
## DGS_57  0.27  0.39  0.04  0.03  0.11  0.17 -0.04 -0.24  0.04 0.59 0.41 3.4
## DGS_58  0.18  0.24  0.10  0.13  0.08  0.15 -0.05 -0.38 -0.02 0.54 0.46 3.3
## DGS_60  0.65 -0.12  0.13  0.14  0.04  0.11 -0.05 -0.06 -0.13 0.62 0.38 1.4
## DGS_61  0.49  0.16  0.01  0.15  0.07  0.12  0.01 -0.13  0.02 0.62 0.38 1.8
## DGS_63  0.18  0.03  0.08  0.42 -0.03  0.04 -0.03 -0.34  0.09 0.53 0.47 2.6
## DGS_64  0.31  0.05  0.07  0.07  0.29 -0.07  0.13  0.01  0.25 0.53 0.47 3.7
## DGS_65 -0.02 -0.07 -0.02  0.82 -0.03 -0.08  0.08  0.08  0.10 0.63 0.37 1.1
## DGS_67  0.08 -0.06  0.11 -0.04  0.02  0.64  0.06 -0.10  0.17 0.58 0.42 1.3
## DGS_68  0.05 -0.02  0.01 -0.04  0.79  0.03  0.00  0.03 -0.08 0.63 0.37 1.0
## DGS_69  0.02  0.48  0.03  0.32  0.01  0.09 -0.02 -0.16 -0.06 0.61 0.39 2.1
## DGS_70  0.00  0.03  0.04 -0.02 -0.04  0.57  0.09  0.25  0.02 0.47 0.53 1.5
## DGS_71 -0.11  0.05 -0.06  0.12  0.20  0.20  0.00  0.52  0.14 0.46 0.54 2.1
## DGS_72 -0.04  0.56 -0.01 -0.02  0.01  0.18 -0.01  0.11 -0.14 0.41 0.59 1.4
## DGS_73  0.38 -0.06 -0.01  0.12  0.00 -0.03  0.21  0.32 -0.09 0.33 0.67 3.0
## DGS_74  0.10  0.31  0.04  0.21 -0.07  0.07 -0.04 -0.33  0.14 0.49 0.51 3.6
## DGS_75  0.47  0.14  0.04  0.01  0.05 -0.08  0.03 -0.02  0.18 0.39 0.61 1.6
## 
##                        ML1  ML7  ML4  ML6  ML2  ML5  ML3  ML9  ML8
## SS loadings           6.34 4.97 3.61 3.51 3.37 2.53 2.28 1.98 1.87
## Proportion Var        0.11 0.09 0.06 0.06 0.06 0.04 0.04 0.03 0.03
## Cumulative Var        0.11 0.20 0.26 0.32 0.38 0.43 0.47 0.50 0.53
## Proportion Explained  0.21 0.16 0.12 0.12 0.11 0.08 0.07 0.06 0.06
## Cumulative Proportion 0.21 0.37 0.49 0.61 0.72 0.80 0.87 0.94 1.00
## 
##  With factor correlations of 
##       ML1   ML7   ML4   ML6   ML2  ML5  ML3   ML9   ML8
## ML1  1.00  0.34  0.50  0.49  0.32 0.31 0.27 -0.20  0.26
## ML7  0.34  1.00  0.30  0.50 -0.11 0.36 0.25 -0.18 -0.14
## ML4  0.50  0.30  1.00  0.22  0.42 0.36 0.24 -0.06  0.15
## ML6  0.49  0.50  0.22  1.00  0.04 0.27 0.30 -0.04  0.04
## ML2  0.32 -0.11  0.42  0.04  1.00 0.19 0.31  0.08  0.35
## ML5  0.31  0.36  0.36  0.27  0.19 1.00 0.20  0.08  0.16
## ML3  0.27  0.25  0.24  0.30  0.31 0.20 1.00  0.22  0.11
## ML9 -0.20 -0.18 -0.06 -0.04  0.08 0.08 0.22  1.00  0.03
## ML8  0.26 -0.14  0.15  0.04  0.35 0.16 0.11  0.03  1.00
## 
## Mean item complexity =  2
## Test of the hypothesis that 9 factors are sufficient.
## 
## df null model =  1596  with the objective function =  31.85 with Chi Square =  29914.22
## df of  the model are 1119  and the objective function was  2.31 
## 
## The root mean square of the residuals (RMSR) is  0.02 
## The df corrected root mean square of the residuals is  0.02 
## 
## The harmonic n.obs is  960 with the empirical chi square  1052.91  with prob <  0.92 
## The total n.obs was  960  with Likelihood Chi Square =  2158.82  with prob <  1.4e-68 
## 
## Tucker Lewis Index of factoring reliability =  0.947
## RMSEA index =  0.031  and the 90 % confidence intervals are  0.029 0.033
## BIC =  -5525.28
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                    ML1  ML7  ML4  ML6  ML2  ML5
## Correlation of (regression) scores with factors   0.95 0.95 0.94 0.94 0.94 0.90
## Multiple R square of scores with factors          0.90 0.90 0.87 0.88 0.88 0.81
## Minimum correlation of possible factor scores     0.81 0.81 0.75 0.76 0.75 0.61
##                                                    ML3  ML9  ML8
## Correlation of (regression) scores with factors   0.91 0.89 0.87
## Multiple R square of scores with factors          0.83 0.78 0.76
## Minimum correlation of possible factor scores     0.66 0.57 0.52
print(EFA_fit_9$loadings, cutoff = 0.3)
## 
## Loadings:
##        ML1    ML7    ML4    ML6    ML2    ML5    ML3    ML9    ML8   
## DGS_1                        0.503                                   
## DGS_2                                             0.764              
## DGS_5          0.533                                                 
## DGS_6                                                           0.425
## DGS_7   0.433                                                        
## DGS_8          0.366                                                 
## DGS_9                 0.554                                    -0.311
## DGS_10         0.818                                                 
## DGS_11                                            0.776              
## DGS_13  0.317                                                        
## DGS_15  0.322  0.363                                                 
## DGS_17  0.497                                                        
## DGS_18  0.497                                                        
## DGS_19  0.317                                                   0.301
## DGS_20                0.342         0.380                            
## DGS_21                       0.827                                   
## DGS_22  0.456                                                        
## DGS_24                              0.410                            
## DGS_26         0.593                                                 
## DGS_27                0.582                                          
## DGS_28                              0.812                            
## DGS_29                0.753                                          
## DGS_30  0.411                                                        
## DGS_32  0.518                                                        
## DGS_33  0.472                                                        
## DGS_35                              0.695                            
## DGS_36  0.549                                                        
## DGS_38                                                   0.518       
## DGS_39                                                          0.480
## DGS_41         0.671                                                 
## DGS_44                       0.574                                   
## DGS_45                                     0.683                     
## DGS_46                0.453                                          
## DGS_47         0.470                                                 
## DGS_48                              0.374         0.437              
## DGS_49  0.492                                                        
## DGS_51                0.366                                          
## DGS_52                0.794                                          
## DGS_54         0.463                                                 
## DGS_55                                                          0.363
## DGS_56  0.616                                                        
## DGS_57         0.386                                                 
## DGS_58                                                  -0.379       
## DGS_60  0.654                                                        
## DGS_61  0.493                                                        
## DGS_63                       0.423                      -0.343       
## DGS_64  0.310                                                        
## DGS_65                       0.816                                   
## DGS_67                                     0.637                     
## DGS_68                              0.786                            
## DGS_69         0.475         0.316                                   
## DGS_70                                     0.569                     
## DGS_71                                                   0.524       
## DGS_72         0.564                                                 
## DGS_73  0.379                                            0.317       
## DGS_74         0.311                                    -0.329       
## DGS_75  0.472                                                        
## 
##                  ML1   ML7   ML4   ML6   ML2   ML5   ML3   ML9   ML8
## SS loadings    4.416 3.817 2.593 2.561 2.696 1.856 1.778 1.736 1.435
## Proportion Var 0.077 0.067 0.045 0.045 0.047 0.033 0.031 0.030 0.025
## Cumulative Var 0.077 0.144 0.190 0.235 0.282 0.315 0.346 0.376 0.402
print(EFA_fit_9$loadings)#model Abandoned because of conceptual reasons (see write-up)
## 
## Loadings:
##        ML1    ML7    ML4    ML6    ML2    ML5    ML3    ML9    ML8   
## DGS_1                        0.503 -0.108                0.146 -0.138
## DGS_2                                             0.764              
## DGS_5   0.224  0.533                              0.158  0.168       
## DGS_6   0.129         0.205         0.109  0.202         0.273  0.425
## DGS_7   0.433                       0.225         0.141         0.123
## DGS_8   0.248  0.366         0.147                                   
## DGS_9   0.104  0.220  0.554                              0.129 -0.311
## DGS_10         0.818                                                 
## DGS_11                                            0.776              
## DGS_13  0.317                0.182                0.275  0.181 -0.103
## DGS_15  0.322  0.363         0.129                      -0.186  0.203
## DGS_17  0.497                       0.101               -0.247       
## DGS_18  0.497  0.116                       0.140                0.207
## DGS_19  0.317         0.180  0.134                              0.301
## DGS_20                0.342         0.380                       0.161
## DGS_21                       0.827                                   
## DGS_22  0.456                                           -0.158       
## DGS_24  0.214                       0.410         0.118              
## DGS_26         0.593         0.107                0.121              
## DGS_27  0.158         0.582                0.115                     
## DGS_28                              0.812                            
## DGS_29                0.753         0.105                            
## DGS_30  0.411  0.208  0.103                0.122                0.157
## DGS_32  0.518                                     0.159              
## DGS_33  0.472  0.272                                    -0.152  0.105
## DGS_35                0.114         0.695                            
## DGS_36  0.549                              0.176        -0.103 -0.132
## DGS_38                       0.125  0.151  0.260         0.518  0.101
## DGS_39                0.147         0.129  0.286         0.175  0.480
## DGS_41         0.671                                                 
## DGS_44         0.265         0.574         0.138 -0.101 -0.124 -0.148
## DGS_45                                     0.683  0.110              
## DGS_46  0.208  0.147  0.453                0.140        -0.110       
## DGS_47         0.470               -0.249                0.126       
## DGS_48        -0.101                0.374         0.437         0.155
## DGS_49  0.492         0.157                       0.132         0.232
## DGS_51  0.146  0.288  0.366  0.102 -0.128                0.200 -0.163
## DGS_52                0.794         0.120                            
## DGS_54         0.463  0.162                                    -0.247
## DGS_55  0.145  0.103                       0.254  0.124         0.363
## DGS_56  0.616                       0.119         0.116  0.126       
## DGS_57  0.271  0.386                0.107  0.174        -0.240       
## DGS_58  0.180  0.245  0.100  0.133         0.145        -0.379       
## DGS_60  0.654 -0.120  0.127  0.139         0.108               -0.133
## DGS_61  0.493  0.157         0.154         0.119        -0.132       
## DGS_63  0.182                0.423                      -0.343       
## DGS_64  0.310                       0.292         0.128         0.246
## DGS_65                       0.816                              0.102
## DGS_67                0.110                0.637        -0.100  0.173
## DGS_68                              0.786                            
## DGS_69         0.475         0.316                      -0.156       
## DGS_70                                     0.569         0.255       
## DGS_71 -0.112                0.117  0.200  0.204         0.524  0.143
## DGS_72         0.564                       0.184         0.115 -0.135
## DGS_73  0.379                0.124                0.209  0.317       
## DGS_74         0.311         0.215                      -0.329  0.141
## DGS_75  0.472  0.136                                            0.183
## 
##                  ML1   ML7   ML4   ML6   ML2   ML5   ML3   ML9   ML8
## SS loadings    4.416 3.817 2.593 2.561 2.696 1.856 1.778 1.736 1.435
## Proportion Var 0.077 0.067 0.045 0.045 0.047 0.033 0.031 0.030 0.025
## Cumulative Var 0.077 0.144 0.190 0.235 0.282 0.315 0.346 0.376 0.402
#6 factor (trim items with loading lower than 0.3)

DGS_fit_7 <- DGS %>%
  select(!c(DGS_16,DGS_40,DGS_43,DGS_50,DGS_42,DGS_23,DGS_14))

EFA_fit_7 <- fa(DGS_fit_7,
             nfactors = 7,
             rotate = "oblimin",
             fm="ml")
EFA_fit_7
## Factor Analysis using method =  ml
## Call: fa(r = DGS_fit_7, nfactors = 7, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##          ML1   ML7   ML4   ML6   ML2   ML5   ML3   h2   u2 com
## DGS_1  -0.11  0.00  0.02  0.55 -0.13  0.05  0.10 0.34 0.66 1.3
## DGS_2   0.02  0.18  0.09  0.07  0.12  0.01  0.59 0.53 0.47 1.4
## DGS_3   0.12  0.39 -0.04  0.16 -0.04  0.02  0.17 0.32 0.68 2.0
## DGS_4   0.49 -0.01  0.09  0.04  0.03 -0.15  0.01 0.29 0.71 1.3
## DGS_5   0.11  0.35  0.16  0.17 -0.08  0.01  0.31 0.50 0.50 3.3
## DGS_6   0.20 -0.15  0.08  0.02  0.14  0.57 -0.02 0.55 0.45 1.6
## DGS_7   0.41 -0.04  0.07  0.13  0.26  0.14  0.13 0.54 0.46 2.6
## DGS_8   0.19  0.38  0.08  0.21  0.08  0.03  0.07 0.45 0.55 2.4
## DGS_9  -0.12  0.11  0.75  0.11 -0.08 -0.05  0.12 0.64 0.36 1.2
## DGS_10  0.02  0.72  0.06  0.09 -0.02 -0.02  0.18 0.69 0.31 1.2
## DGS_11  0.05  0.19 -0.01 -0.01  0.16  0.01  0.63 0.52 0.48 1.3
## DGS_12  0.52  0.18  0.17  0.03 -0.02 -0.05 -0.02 0.46 0.54 1.5
## DGS_13  0.11  0.03  0.18  0.30  0.08  0.07  0.31 0.45 0.55 3.2
## DGS_15  0.45  0.38  0.02  0.14  0.02  0.07 -0.04 0.59 0.41 2.3
## DGS_17  0.47  0.19  0.16  0.11  0.11 -0.06 -0.08 0.53 0.47 2.0
## DGS_18  0.45  0.06  0.08  0.17  0.05  0.32  0.02 0.60 0.40 2.3
## DGS_19  0.53 -0.05  0.09  0.10  0.05  0.09  0.03 0.43 0.57 1.2
## DGS_20  0.15 -0.11  0.22 -0.01  0.46  0.01 -0.10 0.41 0.59 2.0
## DGS_21  0.03  0.05  0.00  0.79  0.00 -0.01  0.02 0.69 0.31 1.0
## DGS_22  0.53 -0.09  0.07  0.03 -0.07 -0.09 -0.03 0.27 0.73 1.2
## DGS_24  0.12  0.09  0.07  0.07  0.44  0.15  0.09 0.44 0.56 1.7
## DGS_25  0.36 -0.03  0.08  0.17  0.10  0.30 -0.06 0.44 0.56 2.8
## DGS_26  0.02  0.57  0.10  0.12 -0.06  0.00  0.17 0.53 0.47 1.4
## DGS_27  0.26 -0.06  0.55 -0.03  0.02  0.14 -0.03 0.52 0.48 1.6
## DGS_28 -0.11  0.02 -0.01  0.00  0.83  0.01  0.05 0.65 0.35 1.0
## DGS_29  0.04 -0.04  0.65 -0.10  0.24  0.10 -0.02 0.61 0.39 1.4
## DGS_30  0.41  0.20  0.12  0.14  0.04  0.22 -0.04 0.55 0.45 2.7
## DGS_32  0.52  0.02  0.16  0.05  0.04  0.01  0.16 0.47 0.53 1.4
## DGS_33  0.50  0.30  0.07  0.09  0.02  0.07 -0.04 0.58 0.42 1.9
## DGS_34  0.37  0.22  0.20 -0.02  0.01 -0.06 -0.24 0.38 0.62 3.1
## DGS_35 -0.02  0.01  0.06 -0.02  0.75  0.00  0.03 0.59 0.41 1.0
## DGS_36  0.40  0.06  0.24  0.16  0.07  0.05 -0.02 0.48 0.52 2.2
## DGS_37  0.43  0.09  0.00  0.02  0.10  0.08  0.12 0.32 0.68 1.5
## DGS_38 -0.31 -0.12  0.02  0.19  0.08  0.57  0.08 0.46 0.54 2.0
## DGS_39  0.24 -0.10 -0.02 -0.06  0.17  0.60  0.01 0.58 0.42 1.6
## DGS_41 -0.03  0.61  0.06  0.01 -0.10  0.10  0.17 0.48 0.52 1.3
## DGS_44 -0.04  0.38  0.08  0.57  0.05 -0.02 -0.16 0.64 0.36 2.0
## DGS_45 -0.10  0.33  0.12 -0.01 -0.05  0.50  0.02 0.43 0.57 2.0
## DGS_46  0.23  0.17  0.48  0.01  0.12  0.10 -0.12 0.60 0.40 2.2
## DGS_47 -0.03  0.35  0.23  0.10 -0.31  0.03  0.16 0.40 0.60 3.4
## DGS_48  0.17 -0.06 -0.05 -0.05  0.48  0.02  0.38 0.52 0.48 2.3
## DGS_49  0.52 -0.14  0.14  0.12  0.14  0.11  0.18 0.59 0.41 2.0
## DGS_51 -0.03  0.11  0.53  0.16 -0.16  0.02  0.14 0.45 0.55 1.7
## DGS_52  0.07 -0.11  0.64 -0.16  0.25  0.06 -0.06 0.57 0.43 1.6
## DGS_54 -0.13  0.47  0.29 -0.04 -0.05 -0.15 -0.05 0.36 0.64 2.1
## DGS_55  0.40  0.18 -0.09 -0.14 -0.04  0.35  0.09 0.33 0.67 2.9
## DGS_56  0.45 -0.05  0.13  0.15  0.12  0.15  0.16 0.54 0.46 2.2
## DGS_57  0.33  0.50  0.07  0.04  0.11  0.07 -0.09 0.58 0.42 2.1
## DGS_58  0.32  0.44  0.10  0.10  0.12 -0.06 -0.19 0.53 0.47 2.8
## DGS_59  0.43 -0.19  0.03  0.02  0.21  0.08  0.24 0.44 0.56 2.7
## DGS_60  0.45 -0.06  0.28  0.25  0.04  0.03 -0.08 0.54 0.46 2.4
## DGS_61  0.44  0.23  0.09  0.23  0.08  0.08 -0.04 0.60 0.40 2.4
## DGS_62 -0.30  0.18  0.10  0.11 -0.06  0.31 -0.04 0.20 0.80 3.3
## DGS_63  0.38  0.19  0.01  0.37  0.04 -0.07 -0.19 0.50 0.50 3.1
## DGS_64  0.42 -0.02  0.01  0.08  0.33  0.09  0.17 0.54 0.46 2.5
## DGS_65  0.07 -0.10 -0.07  0.76  0.00  0.03  0.09 0.58 0.42 1.1
## DGS_66  0.13  0.14  0.06  0.25 -0.09  0.03  0.37 0.38 0.62 2.7
## DGS_67  0.20  0.21  0.08 -0.13  0.03  0.56 -0.10 0.49 0.51 1.8
## DGS_68 -0.08  0.02  0.04  0.00  0.79  0.02 -0.02 0.60 0.40 1.0
## DGS_69  0.05  0.54  0.07  0.32  0.01 -0.02 -0.05 0.62 0.38 1.7
## DGS_70 -0.12  0.14  0.12 -0.03 -0.09  0.59  0.08 0.41 0.59 1.4
## DGS_71 -0.31 -0.11 -0.05  0.17  0.13  0.54  0.12 0.44 0.56 2.2
## DGS_72 -0.19  0.53  0.13  0.03 -0.07  0.14  0.06 0.39 0.61 1.6
## DGS_73  0.10 -0.19  0.14  0.27 -0.02  0.11  0.30 0.29 0.71 3.8
## DGS_74  0.33  0.43 -0.02  0.15 -0.03 -0.02 -0.13 0.46 0.54 2.4
## DGS_75  0.53  0.03  0.06  0.06  0.05  0.03  0.09 0.40 0.60 1.1
## 
##                        ML1  ML7  ML4  ML6  ML2  ML5  ML3
## SS loadings           7.90 5.65 4.38 4.19 4.14 3.68 2.37
## Proportion Var        0.12 0.09 0.07 0.06 0.06 0.06 0.04
## Cumulative Var        0.12 0.21 0.27 0.34 0.40 0.45 0.49
## Proportion Explained  0.24 0.17 0.14 0.13 0.13 0.11 0.07
## Cumulative Proportion 0.24 0.42 0.56 0.68 0.81 0.93 1.00
## 
##  With factor correlations of 
##      ML1   ML7  ML4  ML6   ML2  ML5  ML3
## ML1 1.00  0.26 0.39 0.33  0.37 0.22 0.02
## ML7 0.26  1.00 0.42 0.44 -0.13 0.08 0.07
## ML4 0.39  0.42 1.00 0.31  0.31 0.30 0.13
## ML6 0.33  0.44 0.31 1.00  0.03 0.21 0.26
## ML2 0.37 -0.13 0.31 0.03  1.00 0.37 0.19
## ML5 0.22  0.08 0.30 0.21  0.37 1.00 0.26
## ML3 0.02  0.07 0.13 0.26  0.19 0.26 1.00
## 
## Mean item complexity =  2
## Test of the hypothesis that 7 factors are sufficient.
## 
## df null model =  2145  with the objective function =  36.58 with Chi Square =  34242.99
## df of  the model are 1704  and the objective function was  4.29 
## 
## The root mean square of the residuals (RMSR) is  0.02 
## The df corrected root mean square of the residuals is  0.03 
## 
## The harmonic n.obs is  960 with the empirical chi square  2431.96  with prob <  1.1e-28 
## The total n.obs was  960  with Likelihood Chi Square =  3999.9  with prob <  1.6e-185 
## 
## Tucker Lewis Index of factoring reliability =  0.909
## RMSEA index =  0.037  and the 90 % confidence intervals are  0.036 0.039
## BIC =  -7701.36
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy             
##                                                    ML1  ML7  ML4  ML6  ML2  ML5
## Correlation of (regression) scores with factors   0.96 0.95 0.93 0.93 0.94 0.92
## Multiple R square of scores with factors          0.92 0.90 0.87 0.87 0.89 0.85
## Minimum correlation of possible factor scores     0.83 0.81 0.74 0.75 0.78 0.70
##                                                    ML3
## Correlation of (regression) scores with factors   0.90
## Multiple R square of scores with factors          0.80
## Minimum correlation of possible factor scores     0.61
print(EFA_fit_7$loadings, cutoff = 0.3)
## 
## Loadings:
##        ML1    ML7    ML4    ML6    ML2    ML5    ML3   
## DGS_1                        0.546                     
## DGS_2                                             0.594
## DGS_3          0.393                                   
## DGS_4   0.490                                          
## DGS_5          0.351                              0.310
## DGS_6                                      0.575       
## DGS_7   0.413                                          
## DGS_8          0.383                                   
## DGS_9                 0.749                            
## DGS_10         0.721                                   
## DGS_11                                            0.635
## DGS_12  0.519                                          
## DGS_13                                            0.309
## DGS_15  0.454  0.377                                   
## DGS_17  0.473                                          
## DGS_18  0.446                              0.320       
## DGS_19  0.532                                          
## DGS_20                              0.455              
## DGS_21                       0.791                     
## DGS_22  0.533                                          
## DGS_24                              0.441              
## DGS_25  0.363                                          
## DGS_26         0.568                                   
## DGS_27                0.550                            
## DGS_28                              0.830              
## DGS_29                0.652                            
## DGS_30  0.406                                          
## DGS_32  0.524                                          
## DGS_33  0.503  0.305                                   
## DGS_34  0.374                                          
## DGS_35                              0.751              
## DGS_36  0.396                                          
## DGS_37  0.428                                          
## DGS_38 -0.309                              0.574       
## DGS_39                                     0.599       
## DGS_41         0.609                                   
## DGS_44         0.377         0.567                     
## DGS_45         0.332                       0.505       
## DGS_46                0.477                            
## DGS_47         0.346               -0.313              
## DGS_48                              0.482         0.376
## DGS_49  0.519                                          
## DGS_51                0.526                            
## DGS_52                0.640                            
## DGS_54         0.474                                   
## DGS_55  0.404                              0.354       
## DGS_56  0.455                                          
## DGS_57  0.332  0.500                                   
## DGS_58  0.317  0.438                                   
## DGS_59  0.431                                          
## DGS_60  0.453                                          
## DGS_61  0.441                                          
## DGS_62 -0.301                              0.306       
## DGS_63  0.378                0.366                     
## DGS_64  0.418                       0.332              
## DGS_65                       0.763                     
## DGS_66                                            0.365
## DGS_67                                     0.557       
## DGS_68                              0.786              
## DGS_69         0.545         0.317                     
## DGS_70                                     0.589       
## DGS_71 -0.308                              0.536       
## DGS_72         0.530                                   
## DGS_73                                            0.302
## DGS_74  0.325  0.435                                   
## DGS_75  0.529                                          
## 
##                  ML1   ML7   ML4   ML6   ML2   ML5   ML3
## SS loadings    6.168 4.440 2.989 2.991 3.312 2.977 2.026
## Proportion Var 0.093 0.067 0.045 0.045 0.050 0.045 0.031
## Cumulative Var 0.093 0.161 0.206 0.251 0.302 0.347 0.377
print(EFA_fit_7$loadings)
## 
## Loadings:
##        ML1    ML7    ML4    ML6    ML2    ML5    ML3   
## DGS_1  -0.111                0.546 -0.128         0.105
## DGS_2          0.179                0.120         0.594
## DGS_3   0.119  0.393         0.155                0.173
## DGS_4   0.490                             -0.154       
## DGS_5   0.107  0.351  0.164  0.170                0.310
## DGS_6   0.199 -0.154                0.135  0.575       
## DGS_7   0.413                0.132  0.262  0.137  0.129
## DGS_8   0.187  0.383         0.205                     
## DGS_9  -0.120  0.108  0.749  0.112                0.124
## DGS_10         0.721                              0.177
## DGS_11         0.186                0.155         0.635
## DGS_12  0.519  0.176  0.166                            
## DGS_13  0.108         0.182  0.297                0.309
## DGS_15  0.454  0.377         0.142                     
## DGS_17  0.473  0.195  0.161  0.112  0.112              
## DGS_18  0.446                0.166         0.320       
## DGS_19  0.532                                          
## DGS_20  0.150 -0.115  0.224         0.455              
## DGS_21                       0.791                     
## DGS_22  0.533                                          
## DGS_24  0.121                       0.441  0.147       
## DGS_25  0.363                0.168         0.295       
## DGS_26         0.568         0.118                0.168
## DGS_27  0.262         0.550                0.138       
## DGS_28 -0.105                       0.830              
## DGS_29                0.652         0.238              
## DGS_30  0.406  0.198  0.123  0.143         0.215       
## DGS_32  0.524         0.159                       0.161
## DGS_33  0.503  0.305                                   
## DGS_34  0.374  0.218  0.196                      -0.240
## DGS_35                              0.751              
## DGS_36  0.396         0.241  0.157                     
## DGS_37  0.428                       0.102         0.119
## DGS_38 -0.309 -0.121         0.188         0.574       
## DGS_39  0.240 -0.100                0.165  0.599       
## DGS_41         0.609                              0.166
## DGS_44         0.377         0.567               -0.161
## DGS_45         0.332  0.122                0.505       
## DGS_46  0.228  0.166  0.477         0.124  0.103 -0.120
## DGS_47         0.346  0.226        -0.313         0.157
## DGS_48  0.169                       0.482         0.376
## DGS_49  0.519 -0.142  0.137  0.119  0.142  0.115  0.181
## DGS_51         0.112  0.526  0.164 -0.159         0.145
## DGS_52        -0.105  0.640 -0.161  0.249              
## DGS_54 -0.132  0.474  0.289               -0.146       
## DGS_55  0.404  0.183        -0.137         0.354       
## DGS_56  0.455         0.130  0.151  0.117  0.146  0.165
## DGS_57  0.332  0.500                0.112              
## DGS_58  0.317  0.438  0.101         0.122        -0.187
## DGS_59  0.431 -0.194                0.210         0.239
## DGS_60  0.453         0.277  0.246                     
## DGS_61  0.441  0.227         0.228                     
## DGS_62 -0.301  0.182  0.101  0.108         0.306       
## DGS_63  0.378  0.191         0.366               -0.186
## DGS_64  0.418                       0.332         0.171
## DGS_65        -0.104         0.763                     
## DGS_66  0.130  0.140         0.253                0.365
## DGS_67  0.203  0.212        -0.127         0.557       
## DGS_68                              0.786              
## DGS_69         0.545         0.317                     
## DGS_70 -0.117  0.136  0.123                0.589       
## DGS_71 -0.308 -0.109         0.168  0.130  0.536  0.123
## DGS_72 -0.192  0.530  0.128                0.145       
## DGS_73  0.101 -0.195  0.137  0.269         0.105  0.302
## DGS_74  0.325  0.435         0.155               -0.131
## DGS_75  0.529                                          
## 
##                  ML1   ML7   ML4   ML6   ML2   ML5   ML3
## SS loadings    6.168 4.440 2.989 2.991 3.312 2.977 2.026
## Proportion Var 0.093 0.067 0.045 0.045 0.050 0.045 0.031
## Cumulative Var 0.093 0.161 0.206 0.251 0.302 0.347 0.377
##fit indices
EFA_fit_7$rms  # Root mean square of the residuals (lower the better)
## [1] 0.02430044
EFA_fit_7$RMSEA # root mean squared error of approximation (lower the better)
##      RMSEA      lower      upper confidence 
## 0.03744879 0.03597732 0.03899075 0.90000000
EFA_fit_7$TLI  # tucker lewis index
## [1] 0.9094792
1- ((EFA_fit_7$STATISTIC-EFA_fit_7$dof)/
      (EFA_fit_7$null.chisq-EFA_fit_7$null.dof))  #CFI
## [1] 0.9284722
#7 factors concise model
DGS_fit_7C <- DGS %>%
  select(c(DGS_4,DGS_12,DGS_15,DGS_17,DGS_19,DGS_22,DGS_32,DGS_33,DGS_49,DGS_56,DGS_60,DGS_75,
           DGS_10,DGS_26,DGS_41,DGS_54,DGS_57,DGS_69,DGS_72,
           DGS_9,DGS_27,DGS_29,DGS_46,DGS_51,DGS_52,
           DGS_1,DGS_21,DGS_44,DGS_65,
           DGS_20,DGS_28,DGS_35,DGS_48,DGS_68,
           DGS_6,DGS_38,DGS_39,DGS_45,DGS_67,DGS_70,DGS_71,
           DGS_2,DGS_11,DGS_48,DGS_13))


EFA_fit_7C <- fa(DGS_fit_7C,
             nfactors = 7,
             rotate = "oblimin",
             fm="ml")
EFA_fit_7C
## Factor Analysis using method =  ml
## Call: fa(r = DGS_fit_7C, nfactors = 7, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##          ML1   ML7   ML4   ML2   ML6   ML5   ML3   h2   u2 com
## DGS_4   0.53 -0.03  0.03  0.04  0.04 -0.13  0.01 0.31 0.69 1.2
## DGS_12  0.56  0.13  0.14 -0.02  0.05 -0.04  0.01 0.47 0.53 1.3
## DGS_15  0.52  0.34  0.00  0.01  0.11  0.08  0.02 0.58 0.42 1.9
## DGS_17  0.54  0.19  0.11  0.10  0.07 -0.04 -0.01 0.53 0.47 1.5
## DGS_19  0.53 -0.09  0.08  0.04  0.12  0.11  0.05 0.44 0.56 1.3
## DGS_22  0.56 -0.11  0.02 -0.05  0.02 -0.06 -0.02 0.29 0.71 1.1
## DGS_32  0.52  0.00  0.11  0.03  0.05  0.03  0.18 0.46 0.54 1.4
## DGS_33  0.56  0.29  0.04  0.03  0.08  0.07  0.00 0.57 0.43 1.6
## DGS_49  0.49 -0.16  0.12  0.13  0.14  0.13  0.17 0.57 0.43 2.2
## DGS_56  0.46 -0.04  0.07  0.12  0.14  0.15  0.18 0.53 0.47 2.0
## DGS_60  0.49 -0.02  0.22  0.03  0.21  0.04 -0.03 0.52 0.48 1.8
## DGS_75  0.55  0.01  0.01  0.06  0.07  0.04  0.08 0.40 0.60 1.1
## DGS_10  0.08  0.70  0.01  0.00  0.10 -0.03  0.14 0.67 0.33 1.2
## DGS_26  0.07  0.56  0.06 -0.04  0.11 -0.02  0.16 0.52 0.48 1.3
## DGS_41  0.00  0.61  0.02 -0.07  0.02  0.07  0.15 0.48 0.52 1.2
## DGS_54 -0.07  0.51  0.23 -0.04 -0.04 -0.15 -0.05 0.35 0.65 1.7
## DGS_57  0.41  0.48  0.06  0.09  0.01  0.06 -0.02 0.57 0.43 2.1
## DGS_69  0.15  0.55  0.04  0.00  0.27 -0.03 -0.01 0.60 0.40 1.7
## DGS_72 -0.13  0.57  0.07 -0.04  0.03  0.12  0.06 0.39 0.61 1.3
## DGS_9  -0.12  0.19  0.67 -0.10  0.14 -0.07  0.12 0.59 0.41 1.5
## DGS_27  0.25 -0.05  0.56 -0.04  0.00  0.12  0.02 0.52 0.48 1.5
## DGS_29  0.01 -0.05  0.73  0.14 -0.06  0.07  0.04 0.66 0.34 1.1
## DGS_46  0.26  0.19  0.47  0.08  0.00  0.09 -0.05 0.59 0.41 2.1
## DGS_51 -0.02  0.18  0.44 -0.14  0.19  0.01  0.11 0.41 0.59 2.1
## DGS_52  0.03 -0.11  0.72  0.18 -0.10  0.03 -0.03 0.62 0.38 1.2
## DGS_1  -0.10  0.02  0.01 -0.13  0.53  0.05  0.10 0.34 0.66 1.3
## DGS_21  0.05  0.07  0.01  0.01  0.80 -0.02  0.01 0.72 0.28 1.0
## DGS_44  0.07  0.43  0.05  0.05  0.51 -0.03 -0.12 0.63 0.37 2.2
## DGS_65  0.07 -0.10 -0.05  0.00  0.77  0.04  0.05 0.61 0.39 1.1
## DGS_20  0.17 -0.09  0.25  0.43  0.02  0.01 -0.09 0.42 0.58 2.2
## DGS_28 -0.07  0.04 -0.02  0.84  0.01  0.00  0.03 0.68 0.32 1.0
## DGS_35  0.02  0.01  0.08  0.72 -0.01  0.00  0.02 0.59 0.41 1.0
## DGS_48  0.14 -0.16 -0.03  0.41 -0.03  0.03  0.42 0.52 0.48 2.5
## DGS_68 -0.02  0.05  0.02  0.77 -0.02  0.02  0.01 0.60 0.40 1.0
## DGS_6   0.19 -0.15  0.10  0.12  0.04  0.58 -0.01 0.56 0.44 1.5
## DGS_38 -0.31 -0.05  0.01  0.09  0.17  0.56  0.05 0.44 0.56 1.9
## DGS_39  0.24 -0.13  0.01  0.14 -0.03  0.61  0.02 0.58 0.42 1.6
## DGS_45 -0.03  0.36  0.09 -0.07 -0.03  0.49  0.07 0.44 0.56 2.0
## DGS_67  0.25  0.20  0.09  0.01 -0.13  0.53 -0.01 0.47 0.53 2.0
## DGS_70 -0.09  0.18  0.09 -0.10 -0.03  0.59  0.09 0.41 0.59 1.4
## DGS_71 -0.30 -0.06 -0.05  0.14  0.18  0.53  0.07 0.44 0.56 2.1
## DGS_2   0.00  0.06  0.06  0.00  0.05  0.00  0.75 0.64 0.36 1.0
## DGS_11  0.01  0.05 -0.02  0.03 -0.04 -0.01  0.81 0.65 0.35 1.0
## DGS_13  0.10  0.04  0.15  0.04  0.27  0.07  0.33 0.42 0.58 2.7
## 
##                        ML1  ML7  ML4  ML2  ML6  ML5  ML3
## SS loadings           5.02 3.82 3.40 2.88 2.81 2.70 2.16
## Proportion Var        0.11 0.09 0.08 0.07 0.06 0.06 0.05
## Cumulative Var        0.11 0.20 0.28 0.34 0.41 0.47 0.52
## Proportion Explained  0.22 0.17 0.15 0.13 0.12 0.12 0.09
## Cumulative Proportion 0.22 0.39 0.54 0.66 0.79 0.91 1.00
## 
##  With factor correlations of 
##      ML1   ML7  ML4   ML2  ML6  ML5  ML3
## ML1 1.00  0.23 0.45  0.29 0.30 0.16 0.15
## ML7 0.23  1.00 0.33 -0.20 0.40 0.04 0.20
## ML4 0.45  0.33 1.00  0.36 0.21 0.30 0.26
## ML2 0.29 -0.20 0.36  1.00 0.00 0.36 0.28
## ML6 0.30  0.40 0.21  0.00 1.00 0.18 0.35
## ML5 0.16  0.04 0.30  0.36 0.18 1.00 0.30
## ML3 0.15  0.20 0.26  0.28 0.35 0.30 1.00
## 
## Mean item complexity =  1.6
## Test of the hypothesis that 7 factors are sufficient.
## 
## df null model =  946  with the objective function =  22.46 with Chi Square =  21192.97
## df of  the model are 659  and the objective function was  1.85 
## 
## The root mean square of the residuals (RMSR) is  0.02 
## The df corrected root mean square of the residuals is  0.03 
## 
## The harmonic n.obs is  960 with the empirical chi square  954.02  with prob <  3.6e-13 
## The total n.obs was  960  with Likelihood Chi Square =  1735.3  with prob <  9.2e-98 
## 
## Tucker Lewis Index of factoring reliability =  0.923
## RMSEA index =  0.041  and the 90 % confidence intervals are  0.039 0.044
## BIC =  -2790.01
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy             
##                                                    ML1  ML7  ML4  ML2  ML6  ML5
## Correlation of (regression) scores with factors   0.94 0.94 0.93 0.93 0.93 0.91
## Multiple R square of scores with factors          0.89 0.88 0.87 0.87 0.86 0.83
## Minimum correlation of possible factor scores     0.78 0.76 0.73 0.74 0.72 0.65
##                                                    ML3
## Correlation of (regression) scores with factors   0.91
## Multiple R square of scores with factors          0.83
## Minimum correlation of possible factor scores     0.65
print(EFA_fit_7C$loadings, cutoff = 0.3)
## 
## Loadings:
##        ML1    ML7    ML4    ML2    ML6    ML5    ML3   
## DGS_4   0.530                                          
## DGS_12  0.557                                          
## DGS_15  0.524  0.336                                   
## DGS_17  0.544                                          
## DGS_19  0.534                                          
## DGS_22  0.564                                          
## DGS_32  0.523                                          
## DGS_33  0.555                                          
## DGS_49  0.489                                          
## DGS_56  0.463                                          
## DGS_60  0.494                                          
## DGS_75  0.546                                          
## DGS_10         0.704                                   
## DGS_26         0.560                                   
## DGS_41         0.605                                   
## DGS_54         0.508                                   
## DGS_57  0.411  0.482                                   
## DGS_69         0.550                                   
## DGS_72         0.569                                   
## DGS_9                 0.671                            
## DGS_27                0.558                            
## DGS_29                0.729                            
## DGS_46                0.475                            
## DGS_51                0.440                            
## DGS_52                0.717                            
## DGS_1                               0.533              
## DGS_21                              0.796              
## DGS_44         0.427                0.515              
## DGS_65                              0.774              
## DGS_20                       0.431                     
## DGS_28                       0.843                     
## DGS_35                       0.724                     
## DGS_48                       0.405                0.423
## DGS_68                       0.774                     
## DGS_6                                      0.579       
## DGS_38 -0.306                              0.563       
## DGS_39                                     0.605       
## DGS_45         0.364                       0.491       
## DGS_67                                     0.526       
## DGS_70                                     0.587       
## DGS_71 -0.304                              0.535       
## DGS_2                                             0.747
## DGS_11                                            0.808
## DGS_13                                            0.328
## 
##                  ML1   ML7   ML4   ML2   ML6   ML5   ML3
## SS loadings    4.155 3.205 2.553 2.443 2.244 2.346 1.768
## Proportion Var 0.094 0.073 0.058 0.056 0.051 0.053 0.040
## Cumulative Var 0.094 0.167 0.225 0.281 0.332 0.385 0.425
print(EFA_fit_7C$loadings)
## 
## Loadings:
##        ML1    ML7    ML4    ML2    ML6    ML5    ML3   
## DGS_4   0.530                             -0.126       
## DGS_12  0.557  0.134  0.137                            
## DGS_15  0.524  0.336                0.114              
## DGS_17  0.544  0.188  0.113                            
## DGS_19  0.534                       0.115  0.106       
## DGS_22  0.564 -0.110                                   
## DGS_32  0.523         0.112                       0.175
## DGS_33  0.555  0.288                                   
## DGS_49  0.489 -0.163  0.124  0.127  0.138  0.130  0.174
## DGS_56  0.463                0.121  0.137  0.147  0.178
## DGS_60  0.494         0.217         0.209              
## DGS_75  0.546                                          
## DGS_10         0.704                              0.143
## DGS_26         0.560                0.115         0.157
## DGS_41         0.605                              0.150
## DGS_54         0.508  0.231               -0.151       
## DGS_57  0.411  0.482                                   
## DGS_69  0.152  0.550                0.272              
## DGS_72 -0.129  0.569                       0.119       
## DGS_9  -0.119  0.189  0.671 -0.101  0.142         0.121
## DGS_27  0.249         0.558                0.120       
## DGS_29                0.729  0.138                     
## DGS_46  0.259  0.195  0.475                            
## DGS_51         0.176  0.440 -0.141  0.192         0.113
## DGS_52        -0.109  0.717  0.179                     
## DGS_1  -0.105               -0.131  0.533         0.100
## DGS_21                              0.796              
## DGS_44         0.427                0.515        -0.123
## DGS_65        -0.102                0.774              
## DGS_20  0.173         0.245  0.431                     
## DGS_28                       0.843                     
## DGS_35                       0.724                     
## DGS_48  0.140 -0.158         0.405                0.423
## DGS_68                       0.774                     
## DGS_6   0.193 -0.150  0.105  0.115         0.579       
## DGS_38 -0.306                       0.175  0.563       
## DGS_39  0.242 -0.134         0.138         0.605       
## DGS_45         0.364                       0.491       
## DGS_67  0.250  0.199               -0.133  0.526       
## DGS_70         0.177        -0.101         0.587       
## DGS_71 -0.304                0.142  0.177  0.535       
## DGS_2                                             0.747
## DGS_11                                            0.808
## DGS_13                0.146         0.269         0.328
## 
##                  ML1   ML7   ML4   ML2   ML6   ML5   ML3
## SS loadings    4.155 3.205 2.553 2.443 2.244 2.346 1.768
## Proportion Var 0.094 0.073 0.058 0.056 0.051 0.053 0.040
## Cumulative Var 0.094 0.167 0.225 0.281 0.332 0.385 0.425
##fit indices
EFA_fit_7C$rms  # Root mean square of the residuals (lower the better)
## [1] 0.02291829
EFA_fit_7C$RMSEA # root mean squared error of approximation (lower the better)
##      RMSEA      lower      upper confidence 
## 0.04123348 0.03890929 0.04363868 0.90000000
EFA_fit_7C$TLI  # tucker lewis index
## [1] 0.9232932
1- ((EFA_fit_7C$STATISTIC-EFA_fit_7C$dof)/
      (EFA_fit_7C$null.chisq-EFA_fit_7C$null.dof))  #CFI
## [1] 0.9468414

```#{r 7model_trim} #7 factors model triming DGS_fit_7C <- DGS %>% select(c(DGS_4,DGS_12,DGS_15,DGS_17,DGS_19,DGS_22,DGS_32,DGS_33,DGS_49,DGS_56,DGS_60,DGS_75, DGS_10,DGS_26,DGS_41,DGS_54,DGS_57,DGS_69,DGS_72, DGS_9,DGS_27,DGS_29,DGS_46,DGS_51,DGS_52, DGS_1,DGS_21,DGS_44,DGS_65, DGS_20,DGS_28,DGS_35,DGS_68, DGS_6,DGS_39,DGS_45,DGS_67,DGS_70, DGS_2,DGS_11,DGS_48,DGS_13,DGS_73)) #trim 38,71because of the negative loading on factor 1 #trim 66 because of the low relevancy #trim 44 because of the repetitiveness in description

EFA_fit_7C <- fa(DGS_fit_7C, nfactors = 7, rotate = “oblimin”, fm=“ml”) EFA_fit_7C print(EFA_fit_7C\(loadings, cutoff = 0.3) print(EFA_fit_7C\)loadings)

##fit indices EFA_fit_7C\(rms # Root mean square of the residuals (lower the better) EFA_fit_7C\)RMSEA # root mean squared error of approximation (lower the better) EFA_fit_7C\(TLI # tucker lewis index 1- ((EFA_fit_7C\)STATISTIC-EFA_fit_7C\(dof)/ (EFA_fit_7C\)null.chisq-EFA_fit_7C$null.dof)) #CFI


###lower structure exploration


```r
#select items for this factor
DGS_7M_f1 <- DGS%>%
  select(c(DGS_4,DGS_7,DGS_12,DGS_15,DGS_17,DGS_18,DGS_19,DGS_22,DGS_25,DGS_30,DGS_32,DGS_33,DGS_34,DGS_36,DGS_37,DGS_49,DGS_55,DGS_56,DGS_57,DGS_58,DGS_59,DGS_60,DGS_61,DGS_63,DGS_64,DGS_74,DGS_75))

#run for concise model
DGS_7M_f1 <- DGS%>%
  select(c(DGS_4,DGS_12,DGS_15,DGS_17,DGS_19,DGS_22,DGS_32,DGS_33,DGS_49,DGS_56,DGS_60,DGS_75))

cor.plot(DGS_7M_f1)

##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f1))
ev$values
##  [1] 5.7192344 0.9769333 0.7724415 0.7350308 0.6504863 0.6099168 0.5155557
##  [8] 0.4560916 0.4416078 0.3933045 0.3860685 0.3433289
sum(ev$values > 1)
## [1] 1
sum(ev$values > .7)
## [1] 4
#scree plot and parallel analysis
scree(DGS_7M_f1, pc=FALSE)

fa.parallel(DGS_7M_f1,
            fm="ml",
            fa="fa")

## Parallel analysis suggests that the number of factors =  4  and the number of components =  NA
#EFA
EFA_7M_f1 <- fa(DGS_7M_f1,
             nfactors = 3,
             rotate = "oblimin",
             fm="ml")
EFA_7M_f1
## Factor Analysis using method =  ml
## Call: fa(r = DGS_7M_f1, nfactors = 3, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##          ML1   ML2   ML3   h2   u2 com
## DGS_4   0.04 -0.02  0.59 0.37 0.63 1.0
## DGS_12  0.01 -0.03  0.80 0.63 0.37 1.0
## DGS_15  0.41  0.14  0.21 0.48 0.52 1.8
## DGS_17  0.85 -0.06  0.01 0.67 0.33 1.0
## DGS_19  0.05  0.35  0.34 0.43 0.57 2.0
## DGS_22  0.24  0.01  0.29 0.25 0.75 2.0
## DGS_32  0.40  0.30  0.06 0.46 0.54 1.9
## DGS_33  0.46  0.11  0.22 0.53 0.47 1.6
## DGS_49 -0.04  0.85  0.03 0.71 0.29 1.0
## DGS_56  0.20  0.62 -0.01 0.57 0.43 1.2
## DGS_60  0.50  0.30  0.01 0.53 0.47 1.6
## DGS_75  0.03  0.29  0.42 0.42 0.58 1.8
## 
##                        ML1  ML2  ML3
## SS loadings           2.17 1.99 1.89
## Proportion Var        0.18 0.17 0.16
## Cumulative Var        0.18 0.35 0.50
## Proportion Explained  0.36 0.33 0.31
## Cumulative Proportion 0.36 0.69 1.00
## 
##  With factor correlations of 
##      ML1  ML2  ML3
## ML1 1.00 0.65 0.72
## ML2 0.65 1.00 0.59
## ML3 0.72 0.59 1.00
## 
## Mean item complexity =  1.5
## Test of the hypothesis that 3 factors are sufficient.
## 
## df null model =  66  with the objective function =  4.99 with Chi Square =  4760.24
## df of  the model are 33  and the objective function was  0.14 
## 
## The root mean square of the residuals (RMSR) is  0.03 
## The df corrected root mean square of the residuals is  0.04 
## 
## The harmonic n.obs is  960 with the empirical chi square  86.26  with prob <  1.2e-06 
## The total n.obs was  960  with Likelihood Chi Square =  135.02  with prob <  2.7e-14 
## 
## Tucker Lewis Index of factoring reliability =  0.956
## RMSEA index =  0.057  and the 90 % confidence intervals are  0.047 0.067
## BIC =  -91.59
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                    ML1  ML2  ML3
## Correlation of (regression) scores with factors   0.92 0.91 0.90
## Multiple R square of scores with factors          0.84 0.83 0.81
## Minimum correlation of possible factor scores     0.69 0.67 0.61
print(EFA_7M_f1$loadings, cutoff = 0.3)
## 
## Loadings:
##        ML1    ML2    ML3   
## DGS_4                 0.588
## DGS_12                0.800
## DGS_15  0.413              
## DGS_17  0.847              
## DGS_19         0.347  0.339
## DGS_22                     
## DGS_32  0.404              
## DGS_33  0.464              
## DGS_49         0.851       
## DGS_56         0.621       
## DGS_60  0.497              
## DGS_75                0.416
## 
##                  ML1   ML2   ML3
## SS loadings    1.620 1.525 1.457
## Proportion Var 0.135 0.127 0.121
## Cumulative Var 0.135 0.262 0.384
print(EFA_7M_f1$loadings)           
## 
## Loadings:
##        ML1    ML2    ML3   
## DGS_4                 0.588
## DGS_12                0.800
## DGS_15  0.413  0.143  0.214
## DGS_17  0.847              
## DGS_19         0.347  0.339
## DGS_22  0.244         0.287
## DGS_32  0.404  0.297       
## DGS_33  0.464  0.113  0.225
## DGS_49         0.851       
## DGS_56  0.196  0.621       
## DGS_60  0.497  0.296       
## DGS_75         0.285  0.416
## 
##                  ML1   ML2   ML3
## SS loadings    1.620 1.525 1.457
## Proportion Var 0.135 0.127 0.121
## Cumulative Var 0.135 0.262 0.384
#visualization

fa.diagram(EFA_7M_f1)

#select items for this factor
DGS_7M_f2 <- DGS%>%
  select(c(DGS_3,DGS_5,DGS_8,DGS_10,DGS_15,DGS_26,DGS_33,DGS_41,DGS_44,DGS_45,DGS_47,DGS_54,DGS_57,DGS_58,DGS_69,DGS_72,DGS_74))
#run for concise model
DGS_7M_f2 <- DGS%>%
  select(c(DGS_10,DGS_26,DGS_41,DGS_54,DGS_57,DGS_69,DGS_72))

cor.plot(DGS_7M_f2)

##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f2))
ev$values
## [1] 3.7143459 0.7690511 0.7051223 0.5778854 0.4927517 0.4321369 0.3087067
sum(ev$values > 1)
## [1] 1
sum(ev$values > .7)
## [1] 3
#scree plot and parallel analysis
scree(DGS_7M_f2, pc=FALSE)

fa.parallel(DGS_7M_f2,
            fm="ml",
            fa="fa")

## Parallel analysis suggests that the number of factors =  3  and the number of components =  NA
#EFA
EFA_7M_f2 <- fa(DGS_7M_f2,
             nfactors = 1,
             rotate = "oblimin",
             fm="ml")
EFA_7M_f2
## Factor Analysis using method =  ml
## Call: fa(r = DGS_7M_f2, nfactors = 1, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##         ML1   h2   u2 com
## DGS_10 0.86 0.73 0.27   1
## DGS_26 0.73 0.53 0.47   1
## DGS_41 0.70 0.49 0.51   1
## DGS_54 0.49 0.24 0.76   1
## DGS_57 0.61 0.37 0.63   1
## DGS_69 0.73 0.53 0.47   1
## DGS_72 0.58 0.33 0.67   1
## 
##                 ML1
## SS loadings    3.22
## Proportion Var 0.46
## 
## Mean item complexity =  1
## Test of the hypothesis that 1 factor is sufficient.
## 
## df null model =  21  with the objective function =  2.57 with Chi Square =  2456.76
## df of  the model are 14  and the objective function was  0.06 
## 
## The root mean square of the residuals (RMSR) is  0.03 
## The df corrected root mean square of the residuals is  0.04 
## 
## The harmonic n.obs is  960 with the empirical chi square  33.04  with prob <  0.0028 
## The total n.obs was  960  with Likelihood Chi Square =  56.06  with prob <  5.7e-07 
## 
## Tucker Lewis Index of factoring reliability =  0.974
## RMSEA index =  0.056  and the 90 % confidence intervals are  0.041 0.072
## BIC =  -40.08
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                    ML1
## Correlation of (regression) scores with factors   0.94
## Multiple R square of scores with factors          0.88
## Minimum correlation of possible factor scores     0.76
print(EFA_7M_f2$loadings, cutoff = 0.3)
## 
## Loadings:
##        ML1  
## DGS_10 0.856
## DGS_26 0.726
## DGS_41 0.702
## DGS_54 0.491
## DGS_57 0.606
## DGS_69 0.726
## DGS_72 0.577
## 
##                  ML1
## SS loadings    3.219
## Proportion Var 0.460
print(EFA_7M_f2$loadings)           
## 
## Loadings:
##        ML1  
## DGS_10 0.856
## DGS_26 0.726
## DGS_41 0.702
## DGS_54 0.491
## DGS_57 0.606
## DGS_69 0.726
## DGS_72 0.577
## 
##                  ML1
## SS loadings    3.219
## Proportion Var 0.460
#visualization
fa.plot(EFA_7M_f2,
  labels = colnames(DGS_7M_f2)
)

fa.diagram(EFA_7M_f2)

#select items for this factor
DGS_7M_f3 <- DGS%>%
  select(c(DGS_9,DGS_27,DGS_29,DGS_46,DGS_51,DGS_52))

#run for concise model
DGS_7M_f3 <- DGS%>%
   select(c(DGS_9,DGS_27,DGS_29,DGS_46,DGS_51,DGS_52))

cor.plot(DGS_7M_f3)

##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f3))
ev$values
## [1] 3.3487033 0.9327900 0.5425954 0.4603131 0.4170244 0.2985737
sum(ev$values > 1)
## [1] 1
sum(ev$values > .7)
## [1] 2
#scree plot and parallel analysis
scree(DGS_7M_f3, pc=FALSE)

fa.parallel(DGS_7M_f3,
            fm="ml",
            fa="fa")

## Parallel analysis suggests that the number of factors =  2  and the number of components =  NA
#EFA
EFA_7M_f3 <- fa(DGS_7M_f3,
             nfactors = 2,
             rotate = "oblimin",
             fm="ml")
EFA_7M_f3
## Factor Analysis using method =  ml
## Call: fa(r = DGS_7M_f3, nfactors = 2, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##          ML1   ML2   h2   u2 com
## DGS_9   0.05  0.78 0.65 0.35 1.0
## DGS_27  0.48  0.28 0.47 0.53 1.6
## DGS_29  0.81  0.04 0.70 0.30 1.0
## DGS_46  0.41  0.38 0.50 0.50 2.0
## DGS_51 -0.07  0.72 0.46 0.54 1.0
## DGS_52  0.86 -0.07 0.67 0.33 1.0
## 
##                        ML1  ML2
## SS loadings           1.96 1.50
## Proportion Var        0.33 0.25
## Cumulative Var        0.33 0.58
## Proportion Explained  0.57 0.43
## Cumulative Proportion 0.57 1.00
## 
##  With factor correlations of 
##     ML1 ML2
## ML1 1.0 0.6
## ML2 0.6 1.0
## 
## Mean item complexity =  1.3
## Test of the hypothesis that 2 factors are sufficient.
## 
## df null model =  15  with the objective function =  2.33 with Chi Square =  2229.39
## df of  the model are 4  and the objective function was  0.03 
## 
## The root mean square of the residuals (RMSR) is  0.02 
## The df corrected root mean square of the residuals is  0.04 
## 
## The harmonic n.obs is  960 with the empirical chi square  11.42  with prob <  0.022 
## The total n.obs was  960  with Likelihood Chi Square =  25.58  with prob <  3.8e-05 
## 
## Tucker Lewis Index of factoring reliability =  0.963
## RMSEA index =  0.075  and the 90 % confidence intervals are  0.049 0.104
## BIC =  -1.89
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                    ML1  ML2
## Correlation of (regression) scores with factors   0.92 0.89
## Multiple R square of scores with factors          0.85 0.79
## Minimum correlation of possible factor scores     0.71 0.57
print(EFA_7M_f3$loadings, cutoff = 0.3) 
## 
## Loadings:
##        ML1    ML2   
## DGS_9          0.777
## DGS_27  0.478       
## DGS_29  0.814       
## DGS_46  0.408  0.382
## DGS_51         0.717
## DGS_52  0.862       
## 
##                  ML1   ML2
## SS loadings    1.808 1.351
## Proportion Var 0.301 0.225
## Cumulative Var 0.301 0.526
EFA_7M_f3 <- fa(DGS_7M_f3,
             nfactors = 1,
             rotate = "oblimin",
             fm="ml")
EFA_7M_f3
## Factor Analysis using method =  ml
## Call: fa(r = DGS_7M_f3, nfactors = 1, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##         ML1   h2   u2 com
## DGS_9  0.64 0.41 0.59   1
## DGS_27 0.71 0.50 0.50   1
## DGS_29 0.79 0.62 0.38   1
## DGS_46 0.72 0.52 0.48   1
## DGS_51 0.49 0.24 0.76   1
## DGS_52 0.73 0.54 0.46   1
## 
##                 ML1
## SS loadings    2.83
## Proportion Var 0.47
## 
## Mean item complexity =  1
## Test of the hypothesis that 1 factor is sufficient.
## 
## df null model =  15  with the objective function =  2.33 with Chi Square =  2229.39
## df of  the model are 9  and the objective function was  0.28 
## 
## The root mean square of the residuals (RMSR) is  0.08 
## The df corrected root mean square of the residuals is  0.11 
## 
## The harmonic n.obs is  960 with the empirical chi square  192.06  with prob <  1.5e-36 
## The total n.obs was  960  with Likelihood Chi Square =  271.63  with prob <  2.7e-53 
## 
## Tucker Lewis Index of factoring reliability =  0.802
## RMSEA index =  0.174  and the 90 % confidence intervals are  0.157 0.193
## BIC =  209.83
## Fit based upon off diagonal values = 0.97
## Measures of factor score adequacy             
##                                                    ML1
## Correlation of (regression) scores with factors   0.92
## Multiple R square of scores with factors          0.86
## Minimum correlation of possible factor scores     0.71
print(EFA_7M_f3$loadings, cutoff = 0.3) 
## 
## Loadings:
##        ML1  
## DGS_9  0.643
## DGS_27 0.705
## DGS_29 0.790
## DGS_46 0.719
## DGS_51 0.494
## DGS_52 0.734
## 
##                  ML1
## SS loadings    2.835
## Proportion Var 0.472
#recommend 1 factor because 2 factors basically separate negative and positive code items.

#visualization
fa.diagram(EFA_7M_f3)

#select items for this factor
DGS_7M_f4 <- DGS%>%
  select(c(DGS_1,DGS_21,DGS_44,DGS_63,DGS_65)) #remove 69 due to low loading in the 7 factor model and low conceptual relevancy.

##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f4))
ev$values
## [1] 2.8309756 0.8207414 0.5685147 0.4768977 0.3028705
sum(ev$values > 1)
## [1] 1
sum(ev$values > .7)
## [1] 2
#scree plot and parallel analysis
scree(DGS_7M_f4, pc=FALSE)

fa.parallel(DGS_7M_f4,
            fm="ml",
            fa="fa")

## Parallel analysis suggests that the number of factors =  3  and the number of components =  NA
#EFA
EFA_7M_f4 <- fa(DGS_7M_f4,
             nfactors = 2,
             rotate = "oblimin",
             fm="ml")
EFA_7M_f4
## Factor Analysis using method =  ml
## Call: fa(r = DGS_7M_f4, nfactors = 2, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##         ML2   ML1   h2    u2 com
## DGS_1  0.59 -0.11 0.29 0.708 1.1
## DGS_21 0.88  0.01 0.77 0.226 1.0
## DGS_44 0.59  0.17 0.48 0.523 1.2
## DGS_63 0.01  0.99 1.00 0.005 1.0
## DGS_65 0.76 -0.02 0.57 0.434 1.0
## 
##                        ML2  ML1
## SS loadings           2.06 1.05
## Proportion Var        0.41 0.21
## Cumulative Var        0.41 0.62
## Proportion Explained  0.66 0.34
## Cumulative Proportion 0.66 1.00
## 
##  With factor correlations of 
##      ML2  ML1
## ML2 1.00 0.51
## ML1 0.51 1.00
## 
## Mean item complexity =  1
## Test of the hypothesis that 2 factors are sufficient.
## 
## df null model =  10  with the objective function =  1.66 with Chi Square =  1584.5
## df of  the model are 1  and the objective function was  0.01 
## 
## The root mean square of the residuals (RMSR) is  0.02 
## The df corrected root mean square of the residuals is  0.06 
## 
## The harmonic n.obs is  960 with the empirical chi square  6.47  with prob <  0.011 
## The total n.obs was  960  with Likelihood Chi Square =  12.41  with prob <  0.00043 
## 
## Tucker Lewis Index of factoring reliability =  0.927
## RMSEA index =  0.109  and the 90 % confidence intervals are  0.061 0.167
## BIC =  5.54
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                    ML2  ML1
## Correlation of (regression) scores with factors   0.93 1.00
## Multiple R square of scores with factors          0.86 0.99
## Minimum correlation of possible factor scores     0.72 0.99
print(EFA_7M_f4$loadings, cutoff = 0.3) 
## 
## Loadings:
##        ML2    ML1   
## DGS_1   0.588       
## DGS_21  0.876       
## DGS_44  0.589       
## DGS_63         0.995
## DGS_65  0.763       
## 
##                  ML2   ML1
## SS loadings    2.044 1.030
## Proportion Var 0.409 0.206
## Cumulative Var 0.409 0.615
#recommend 1 factor becuase these basically separate the negative and positive coded items. 

#visualization
fa.diagram(EFA_7M_f4)

#run for concise model
DGS_7M_f4 <- DGS%>%
   select(c(DGS_1,DGS_21,DGS_44,DGS_65))#recommend 1 factor for the concise version

cor.plot(DGS_7M_f4)

##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f4))
ev$values
## [1] 2.5122520 0.6534539 0.5307120 0.3035821
sum(ev$values > 1)
## [1] 1
sum(ev$values > .7)
## [1] 1
#scree plot and parallel analysis
scree(DGS_7M_f4, pc=FALSE)

fa.parallel(DGS_7M_f4,
            fm="ml",
            fa="fa")

## Parallel analysis suggests that the number of factors =  1  and the number of components =  NA
#EFA
EFA_7M_f4 <- fa(DGS_7M_f4,
             nfactors = 1,
             rotate = "oblimin",
             fm="ml")
EFA_7M_f4
## Factor Analysis using method =  ml
## Call: fa(r = DGS_7M_f4, nfactors = 1, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##         ML1   h2   u2 com
## DGS_1  0.53 0.28 0.72   1
## DGS_21 0.89 0.79 0.21   1
## DGS_44 0.67 0.45 0.55   1
## DGS_65 0.75 0.56 0.44   1
## 
##                 ML1
## SS loadings    2.07
## Proportion Var 0.52
## 
## Mean item complexity =  1
## Test of the hypothesis that 1 factor is sufficient.
## 
## df null model =  6  with the objective function =  1.33 with Chi Square =  1272.53
## df of  the model are 2  and the objective function was  0.01 
## 
## The root mean square of the residuals (RMSR) is  0.02 
## The df corrected root mean square of the residuals is  0.04 
## 
## The harmonic n.obs is  960 with the empirical chi square  5.37  with prob <  0.068 
## The total n.obs was  960  with Likelihood Chi Square =  10.3  with prob <  0.0058 
## 
## Tucker Lewis Index of factoring reliability =  0.98
## RMSEA index =  0.066  and the 90 % confidence intervals are  0.03 0.108
## BIC =  -3.44
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                    ML1
## Correlation of (regression) scores with factors   0.93
## Multiple R square of scores with factors          0.86
## Minimum correlation of possible factor scores     0.72
print(EFA_7M_f4$loadings, cutoff = 0.3) 
## 
## Loadings:
##        ML1  
## DGS_1  0.527
## DGS_21 0.886
## DGS_44 0.671
## DGS_65 0.748
## 
##                  ML1
## SS loadings    2.074
## Proportion Var 0.519
#recommend 1 factor 

#visualization
fa.diagram(EFA_7M_f4)

#select items for this factor
DGS_7M_f5 <- DGS%>%
  select(c(DGS_20,DGS_24,DGS_28,DGS_35,DGS_48,DGS_64,DGS_68)) #remove 47 due to low loading in the 7 factor model and low conceptual relevancy.

#run for concise model
DGS_7M_f5 <- DGS%>%
   select(c(DGS_20,DGS_28,DGS_35,DGS_48,DGS_68)) # recommend one factor for the concise version

cor.plot(DGS_7M_f5)

##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f5))
ev$values
## [1] 2.9949315 0.6774808 0.5839936 0.4135976 0.3299965
sum(ev$values > 1)
## [1] 1
sum(ev$values > .7)
## [1] 1
#scree plot and parallel analysis
scree(DGS_7M_f5, pc=FALSE)

fa.parallel(DGS_7M_f5,
            fm="ml",
            fa="fa")

## Parallel analysis suggests that the number of factors =  1  and the number of components =  NA
#EFA
EFA_7M_f5 <- fa(DGS_7M_f5,
             nfactors = 2,
             rotate = "oblimin",
             fm="ml")
EFA_7M_f5
## Factor Analysis using method =  ml
## Call: fa(r = DGS_7M_f5, nfactors = 2, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##         ML2   ML1   h2    u2 com
## DGS_20 0.63 -0.06 0.34 0.665 1.0
## DGS_28 0.01  0.97 0.96 0.043 1.0
## DGS_35 0.83 -0.04 0.64 0.364 1.0
## DGS_48 0.51  0.09 0.34 0.656 1.1
## DGS_68 0.57  0.21 0.56 0.437 1.3
## 
##                        ML2  ML1
## SS loadings           1.75 1.08
## Proportion Var        0.35 0.22
## Cumulative Var        0.35 0.57
## Proportion Explained  0.62 0.38
## Cumulative Proportion 0.62 1.00
## 
##  With factor correlations of 
##      ML2  ML1
## ML2 1.00 0.81
## ML1 0.81 1.00
## 
## Mean item complexity =  1.1
## Test of the hypothesis that 2 factors are sufficient.
## 
## df null model =  10  with the objective function =  1.82 with Chi Square =  1742.6
## df of  the model are 1  and the objective function was  0 
## 
## The root mean square of the residuals (RMSR) is  0 
## The df corrected root mean square of the residuals is  0.01 
## 
## The harmonic n.obs is  960 with the empirical chi square  0.2  with prob <  0.65 
## The total n.obs was  960  with Likelihood Chi Square =  0.29  with prob <  0.59 
## 
## Tucker Lewis Index of factoring reliability =  1.004
## RMSEA index =  0  and the 90 % confidence intervals are  0 0.069
## BIC =  -6.58
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                    ML2  ML1
## Correlation of (regression) scores with factors   0.92 0.98
## Multiple R square of scores with factors          0.84 0.96
## Minimum correlation of possible factor scores     0.69 0.92
print(EFA_7M_f5$loadings, cutoff = 0.3) 
## 
## Loadings:
##        ML2    ML1   
## DGS_20  0.628       
## DGS_28         0.969
## DGS_35  0.826       
## DGS_48  0.513       
## DGS_68  0.569       
## 
##                  ML2   ML1
## SS loadings    1.664 0.997
## Proportion Var 0.333 0.199
## Cumulative Var 0.333 0.532
#2 factors model looks good. It seperate cognitive and affective components

#visualization
fa.diagram(EFA_7M_f5)

#select items for this factor
DGS_7M_f6 <- DGS%>%
  select(c(DGS_6,DGS_18,DGS_38,DGS_39,DGS_45,DGS_55,DGS_67,DGS_70,DGS_71)) #remove 62 due to low loading in the 7 factor model and low conceptual relevancy.

#run for concise model
DGS_7M_f6 <- DGS%>%
   select(c(DGS_6,DGS_38,DGS_39,DGS_45,DGS_67,DGS_70,DGS_71)) # need further inspection

cor.plot(DGS_7M_f6)

##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f6))
ev$values
## [1] 3.1898780 1.2032173 0.9639721 0.5190815 0.4158837 0.3774871 0.3304803
sum(ev$values > 1)
## [1] 2
sum(ev$values > .7)
## [1] 3
#scree plot and parallel analysis
scree(DGS_7M_f6, pc=FALSE)

fa.parallel(DGS_7M_f6,
            fm="ml",
            fa="fa")

## Parallel analysis suggests that the number of factors =  3  and the number of components =  NA
#EFA
EFA_7M_f6 <- fa(DGS_7M_f6,
             nfactors = 3,
             rotate = "oblimin",
             fm="ml")
EFA_7M_f6 
## Factor Analysis using method =  ml
## Call: fa(r = DGS_7M_f6, nfactors = 3, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##          ML2   ML1   ML3   h2   u2 com
## DGS_6   0.70 -0.03  0.14 0.58 0.42 1.1
## DGS_38  0.02  0.03  0.77 0.62 0.38 1.0
## DGS_39  0.86 -0.01 -0.01 0.72 0.28 1.0
## DGS_45 -0.04  0.93  0.01 0.84 0.16 1.0
## DGS_67  0.44  0.44 -0.11 0.47 0.53 2.1
## DGS_70  0.10  0.52  0.20 0.44 0.56 1.4
## DGS_71  0.01  0.01  0.76 0.59 0.41 1.0
## 
##                        ML2  ML1  ML3
## SS loadings           1.55 1.42 1.30
## Proportion Var        0.22 0.20 0.19
## Cumulative Var        0.22 0.42 0.61
## Proportion Explained  0.36 0.33 0.31
## Cumulative Proportion 0.36 0.69 1.00
## 
##  With factor correlations of 
##      ML2  ML1  ML3
## ML2 1.00 0.40 0.49
## ML1 0.40 1.00 0.29
## ML3 0.49 0.29 1.00
## 
## Mean item complexity =  1.2
## Test of the hypothesis that 3 factors are sufficient.
## 
## df null model =  21  with the objective function =  2.31 with Chi Square =  2204.33
## df of  the model are 3  and the objective function was  0.01 
## 
## The root mean square of the residuals (RMSR) is  0.01 
## The df corrected root mean square of the residuals is  0.02 
## 
## The harmonic n.obs is  960 with the empirical chi square  3.53  with prob <  0.32 
## The total n.obs was  960  with Likelihood Chi Square =  10.63  with prob <  0.014 
## 
## Tucker Lewis Index of factoring reliability =  0.975
## RMSEA index =  0.051  and the 90 % confidence intervals are  0.02 0.087
## BIC =  -9.97
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy             
##                                                    ML2  ML1  ML3
## Correlation of (regression) scores with factors   0.91 0.93 0.88
## Multiple R square of scores with factors          0.82 0.86 0.77
## Minimum correlation of possible factor scores     0.65 0.73 0.54
print(EFA_7M_f6 $loadings, cutoff = 0.3) 
## 
## Loadings:
##        ML2    ML1    ML3   
## DGS_6   0.700              
## DGS_38                0.768
## DGS_39  0.860              
## DGS_45         0.927       
## DGS_67  0.441  0.436       
## DGS_70         0.520       
## DGS_71                0.757
## 
##                  ML2   ML1   ML3
## SS loadings    1.436 1.322 1.238
## Proportion Var 0.205 0.189 0.177
## Cumulative Var 0.205 0.394 0.571
EFA_7M_f6 <- fa(DGS_7M_f6,
             nfactors = 2,
             rotate = "oblimin",
             fm="ml")
EFA_7M_f6 
## Factor Analysis using method =  ml
## Call: fa(r = DGS_7M_f6, nfactors = 2, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##          ML1   ML2   h2   u2 com
## DGS_6   0.43  0.33 0.41 0.59 1.9
## DGS_38  0.03  0.76 0.59 0.41 1.0
## DGS_39  0.52  0.24 0.43 0.57 1.4
## DGS_45  0.65 -0.02 0.41 0.59 1.0
## DGS_67  0.81 -0.10 0.60 0.40 1.0
## DGS_70  0.52  0.18 0.38 0.62 1.2
## DGS_71 -0.03  0.78 0.59 0.41 1.0
## 
##                        ML1  ML2
## SS loadings           1.92 1.51
## Proportion Var        0.27 0.22
## Cumulative Var        0.27 0.49
## Proportion Explained  0.56 0.44
## Cumulative Proportion 0.56 1.00
## 
##  With factor correlations of 
##      ML1  ML2
## ML1 1.00 0.43
## ML2 0.43 1.00
## 
## Mean item complexity =  1.2
## Test of the hypothesis that 2 factors are sufficient.
## 
## df null model =  21  with the objective function =  2.31 with Chi Square =  2204.33
## df of  the model are 8  and the objective function was  0.36 
## 
## The root mean square of the residuals (RMSR) is  0.08 
## The df corrected root mean square of the residuals is  0.13 
## 
## The harmonic n.obs is  960 with the empirical chi square  246.04  with prob <  1.2e-48 
## The total n.obs was  960  with Likelihood Chi Square =  339.89  with prob <  1.3e-68 
## 
## Tucker Lewis Index of factoring reliability =  0.6
## RMSEA index =  0.208  and the 90 % confidence intervals are  0.189 0.227
## BIC =  284.96
## Fit based upon off diagonal values = 0.96
## Measures of factor score adequacy             
##                                                    ML1  ML2
## Correlation of (regression) scores with factors   0.89 0.88
## Multiple R square of scores with factors          0.79 0.78
## Minimum correlation of possible factor scores     0.59 0.56
print(EFA_7M_f6 $loadings, cutoff = 0.3)
## 
## Loadings:
##        ML1    ML2   
## DGS_6   0.426  0.331
## DGS_38         0.758
## DGS_39  0.516       
## DGS_45  0.651       
## DGS_67  0.814       
## DGS_70  0.519       
## DGS_71         0.783
## 
##                  ML1   ML2
## SS loadings    1.806 1.398
## Proportion Var 0.258 0.200
## Cumulative Var 0.258 0.458
##need to check 38 and 71 and see if they fit the model. IRT may be helpful here.
DGS%>%
  ggplot()+
  geom_bar(aes(x=DGS_38, alpha = 0.1))+
  geom_bar(aes(x=DGS_67))
## Don't know how to automatically pick scale for object of type
## <haven_labelled/vctrs_vctr/double>. Defaulting to continuous.

#visualization
fa.diagram(EFA_7M_f6)

#select items for this factor
DGS_7M_f7 <- DGS%>%
  select(c(DGS_2,DGS_5,DGS_11,DGS_13,DGS_48,DGS_66,DGS_73)) #remove 47 due to low loading in the 7 factor model and low conceptual relevancy.

#run for concise model
DGS_7M_f7 <- DGS%>%
   select(c(DGS_2,DGS_11,DGS_13,DGS_48,DGS_73)) # recommend one factor for the concise version

cor.plot(DGS_7M_f7)

##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f7))
ev$values
## [1] 2.5562378 0.9432352 0.6546488 0.5034905 0.3423877
sum(ev$values > 1)
## [1] 1
sum(ev$values > .7)
## [1] 2
#scree plot and parallel analysis
scree(DGS_7M_f7, pc=FALSE)

fa.parallel(DGS_7M_f7,
            fm="ml",
            fa="fa")

## Parallel analysis suggests that the number of factors =  2  and the number of components =  NA
#EFA
EFA_7M_f7 <- fa(DGS_7M_f7,
             nfactors = 1,
             rotate = "oblimin",
             fm="ml")
EFA_7M_f7
## Factor Analysis using method =  ml
## Call: fa(r = DGS_7M_f7, nfactors = 1, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
##         ML1   h2   u2 com
## DGS_2  0.82 0.68 0.32   1
## DGS_11 0.77 0.60 0.40   1
## DGS_13 0.55 0.30 0.70   1
## DGS_48 0.51 0.26 0.74   1
## DGS_73 0.42 0.17 0.83   1
## 
##                 ML1
## SS loadings    2.01
## Proportion Var 0.40
## 
## Mean item complexity =  1
## Test of the hypothesis that 1 factor is sufficient.
## 
## df null model =  10  with the objective function =  1.3 with Chi Square =  1244.94
## df of  the model are 5  and the objective function was  0.13 
## 
## The root mean square of the residuals (RMSR) is  0.08 
## The df corrected root mean square of the residuals is  0.11 
## 
## The harmonic n.obs is  960 with the empirical chi square  125.16  with prob <  2.5e-25 
## The total n.obs was  960  with Likelihood Chi Square =  120.11  with prob <  3e-24 
## 
## Tucker Lewis Index of factoring reliability =  0.813
## RMSEA index =  0.155  and the 90 % confidence intervals are  0.132 0.18
## BIC =  85.77
## Fit based upon off diagonal values = 0.96
## Measures of factor score adequacy             
##                                                    ML1
## Correlation of (regression) scores with factors   0.91
## Multiple R square of scores with factors          0.82
## Minimum correlation of possible factor scores     0.64
print(EFA_7M_f7$loadings, cutoff = 0.3) 
## 
## Loadings:
##        ML1  
## DGS_2  0.823
## DGS_11 0.775
## DGS_13 0.550
## DGS_48 0.508
## DGS_73 0.417
## 
##                  ML1
## SS loadings    2.012
## Proportion Var 0.402
DGS%>%
  ggplot()+
  geom_bar(aes(x=DGS_2, alpha = 0.1))+
  geom_bar(aes(x=DGS_11))
## Don't know how to automatically pick scale for object of type
## <haven_labelled/vctrs_vctr/double>. Defaulting to continuous.

#visualization
fa.diagram(EFA_7M_f7)

###Confirmatory factor analysis

```#{r CFA}

DGS_7M_model <- ’ F1 =~ DGS_4+DGS_7+DGS_12+DGS_15+DGS_17+DGS_18+DGS_19+DGS_22+DGS_25+DGS_30+DGS_32+DGS_33+DGS_34+DGS_36+DGS_37+DGS_49+DGS_55+DGS_56+DGS_57+DGS_58+DGS_59+DGS_60+DGS_61+DGS_63+DGS_64+DGS_74+DGS_75 F2 =~ DGS_3+DGS_5+DGS_8+DGS_10+DGS_15+DGS_26+DGS_33+DGS_41+DGS_44+DGS_45+DGS_47+DGS_54+DGS_57+DGS_58+DGS_69+DGS_72+DGS_74 F3 =~ DGS_9+DGS_27+DGS_29+DGS_46+DGS_51+DGS_52 F4 =~ DGS_1+DGS_21+DGS_44+DGS_63+DGS_65 F5 =~ DGS_20+DGS_24+DGS_28+DGS_35+DGS_48+DGS_64+DGS_68 F6 =~ DGS_6+DGS_18+DGS_38+DGS_39+DGS_45+DGS_55+DGS_67+DGS_70+DGS_71 F7 =~ DGS_2+DGS_5+DGS_11+DGS_13+DGS_48+DGS_66+DGS_73 ’

DGS_7M_fit <- cfa( model = DGS_7M_model, data = DGS, std.lv = TRUE)

summary(DGS_7M_fit, standardized = TRUE, rsquare = TRUE, fit.measures=TRUE)

parameterestimates(DGS_7M_fit, standardized = TRUE)

fitmeasures(DGS_7M_fit)

modificationindices(DGS_7M_fit,sort = T)

semPaths(DGS_7M_fit, whatLabels = “std”, what = “std”, layout = “tree2”, edge.label.cex = 1)

model_parameters(DGS_7M_fit, standardize = TRUE)




```r
DGS_7M_C_model <- '
F1=~DGS_4+DGS_12+DGS_15+DGS_17+DGS_19+DGS_22+DGS_32+DGS_33+DGS_49+DGS_56+DGS_60+DGS_75
F2=~DGS_10+DGS_26+DGS_41+DGS_54+DGS_57+DGS_69+DGS_72
F3=~DGS_9+DGS_27+DGS_29+DGS_46+DGS_51+DGS_52
F4=~DGS_1+DGS_21+DGS_44+DGS_65
F5=~DGS_20+DGS_28+DGS_35+DGS_48+DGS_68
F6=~DGS_6+DGS_38+DGS_39+DGS_45+DGS_67+DGS_70+DGS_71
F7=~DGS_2+DGS_11+DGS_48+DGS_13
'

DGS_7M_C_fit <- cfa(
  model = DGS_7M_C_model,
  data = DGS,
  std.lv = TRUE)

summary(DGS_7M_C_fit,
        standardized = TRUE,
        rsquare = TRUE,
        fit.measures=TRUE)
## lavaan 0.6.15 ended normally after 34 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                       110
## 
##   Number of observations                           960
## 
## Model Test User Model:
##                                                       
##   Test statistic                              5132.190
##   Degrees of freedom                               880
##   P-value (Chi-square)                           0.000
## 
## Model Test Baseline Model:
## 
##   Test statistic                             21563.595
##   Degrees of freedom                               946
##   P-value                                        0.000
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.794
##   Tucker-Lewis Index (TLI)                       0.778
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -67263.459
##   Loglikelihood unrestricted model (H1)             NA
##                                                       
##   Akaike (AIC)                              134746.917
##   Bayesian (BIC)                            135282.280
##   Sample-size adjusted Bayesian (SABIC)     134932.923
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.071
##   90 Percent confidence interval - lower         0.069
##   90 Percent confidence interval - upper         0.073
##   P-value H_0: RMSEA <= 0.050                    0.000
##   P-value H_0: RMSEA >= 0.080                    0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.093
## 
## Parameter Estimates:
## 
##   Standard errors                             Standard
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   F1 =~                                                                 
##     DGS_4             0.651    0.041   15.793    0.000    0.651    0.496
##     DGS_12            0.691    0.031   21.965    0.000    0.691    0.652
##     DGS_15            0.799    0.033   24.288    0.000    0.799    0.703
##     DGS_17            0.830    0.033   25.018    0.000    0.830    0.719
##     DGS_19            0.768    0.036   21.176    0.000    0.768    0.633
##     DGS_22            0.544    0.038   14.144    0.000    0.544    0.450
##     DGS_32            0.857    0.037   22.891    0.000    0.857    0.673
##     DGS_33            0.826    0.033   25.328    0.000    0.826    0.725
##     DGS_49            0.992    0.042   23.790    0.000    0.992    0.693
##     DGS_56            0.973    0.040   24.169    0.000    0.973    0.701
##     DGS_60            0.907    0.036   25.101    0.000    0.907    0.721
##     DGS_75            0.796    0.038   20.797    0.000    0.796    0.624
##   F2 =~                                                                 
##     DGS_10            1.122    0.037   30.603    0.000    1.122    0.834
##     DGS_26            0.930    0.037   25.382    0.000    0.930    0.733
##     DGS_41            0.978    0.042   23.021    0.000    0.978    0.682
##     DGS_54            0.587    0.039   14.955    0.000    0.587    0.478
##     DGS_57            0.722    0.034   20.991    0.000    0.722    0.635
##     DGS_69            1.001    0.038   26.541    0.000    1.001    0.757
##     DGS_72            0.868    0.048   17.971    0.000    0.868    0.560
##   F3 =~                                                                 
##     DGS_9             0.937    0.045   21.015    0.000    0.937    0.640
##     DGS_27            1.053    0.043   24.491    0.000    1.053    0.719
##     DGS_29            1.320    0.050   26.404    0.000    1.320    0.759
##     DGS_46            1.049    0.039   26.613    0.000    1.049    0.763
##     DGS_51            0.756    0.047   16.093    0.000    0.756    0.513
##     DGS_52            1.157    0.049   23.523    0.000    1.157    0.697
##   F4 =~                                                                 
##     DGS_1             0.893    0.054   16.540    0.000    0.893    0.531
##     DGS_21            1.455    0.048   30.481    0.000    1.455    0.852
##     DGS_44            1.089    0.044   24.688    0.000    1.089    0.731
##     DGS_65            1.279    0.052   24.526    0.000    1.279    0.728
##   F5 =~                                                                 
##     DGS_20            0.976    0.052   18.711    0.000    0.976    0.586
##     DGS_28            1.294    0.045   28.490    0.000    1.294    0.806
##     DGS_35            1.239    0.046   26.731    0.000    1.239    0.771
##     DGS_48            0.750    0.047   16.043    0.000    0.750    0.494
##     DGS_68            1.284    0.048   26.892    0.000    1.284    0.774
##   F6 =~                                                                 
##     DGS_6             1.161    0.047   24.517    0.000    1.161    0.736
##     DGS_38            0.681    0.044   15.401    0.000    0.681    0.505
##     DGS_39            1.225    0.049   24.991    0.000    1.225    0.747
##     DGS_45            0.929    0.060   15.375    0.000    0.929    0.505
##     DGS_67            1.022    0.051   19.946    0.000    1.022    0.627
##     DGS_70            0.918    0.055   16.799    0.000    0.918    0.544
##     DGS_71            0.639    0.044   14.421    0.000    0.639    0.477
##   F7 =~                                                                 
##     DGS_2             1.374    0.050   27.584    0.000    1.374    0.827
##     DGS_11            1.380    0.055   25.203    0.000    1.380    0.768
##     DGS_48            0.492    0.047   10.585    0.000    0.492    0.325
##     DGS_13            0.975    0.056   17.360    0.000    0.975    0.564
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   F1 ~~                                                                 
##     F2                0.571    0.026   22.094    0.000    0.571    0.571
##     F3                0.729    0.020   36.620    0.000    0.729    0.729
##     F4                0.553    0.027   20.254    0.000    0.553    0.553
##     F5                0.421    0.031   13.509    0.000    0.421    0.421
##     F6                0.489    0.030   16.336    0.000    0.489    0.489
##     F7                0.440    0.032   13.887    0.000    0.440    0.440
##   F2 ~~                                                                 
##     F3                0.524    0.029   18.301    0.000    0.524    0.524
##     F4                0.668    0.024   28.260    0.000    0.668    0.668
##     F5               -0.054    0.037   -1.444    0.149   -0.054   -0.054
##     F6                0.222    0.037    6.066    0.000    0.222    0.222
##     F7                0.442    0.032   13.734    0.000    0.442    0.442
##   F3 ~~                                                                 
##     F4                0.353    0.034   10.327    0.000    0.353    0.353
##     F5                0.491    0.030   16.245    0.000    0.491    0.491
##     F6                0.560    0.029   19.469    0.000    0.560    0.560
##     F7                0.420    0.033   12.604    0.000    0.420    0.420
##   F4 ~~                                                                 
##     F5                0.012    0.038    0.314    0.753    0.012    0.012
##     F6                0.258    0.037    7.016    0.000    0.258    0.258
##     F7                0.448    0.033   13.639    0.000    0.448    0.448
##   F5 ~~                                                                 
##     F6                0.525    0.030   17.477    0.000    0.525    0.525
##     F7                0.336    0.036    9.411    0.000    0.336    0.336
##   F6 ~~                                                                 
##     F7                0.431    0.034   12.713    0.000    0.431    0.431
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .DGS_4             1.298    0.061   21.266    0.000    1.298    0.754
##    .DGS_12            0.648    0.032   20.453    0.000    0.648    0.575
##    .DGS_15            0.652    0.033   19.977    0.000    0.652    0.505
##    .DGS_17            0.645    0.033   19.799    0.000    0.645    0.483
##    .DGS_19            0.881    0.043   20.589    0.000    0.881    0.599
##    .DGS_22            1.164    0.054   21.409    0.000    1.164    0.797
##    .DGS_32            0.888    0.044   20.278    0.000    0.888    0.547
##    .DGS_33            0.615    0.031   19.718    0.000    0.615    0.474
##    .DGS_49            1.067    0.053   20.090    0.000    1.067    0.520
##    .DGS_56            0.981    0.049   20.005    0.000    0.981    0.509
##    .DGS_60            0.762    0.039   19.777    0.000    0.762    0.481
##    .DGS_75            0.992    0.048   20.650    0.000    0.992    0.610
##    .DGS_10            0.551    0.035   15.837    0.000    0.551    0.304
##    .DGS_26            0.743    0.039   18.831    0.000    0.743    0.462
##    .DGS_41            1.098    0.056   19.614    0.000    1.098    0.534
##    .DGS_54            1.161    0.055   21.133    0.000    1.161    0.771
##    .DGS_57            0.770    0.038   20.131    0.000    0.770    0.596
##    .DGS_69            0.746    0.041   18.348    0.000    0.746    0.427
##    .DGS_72            1.647    0.080   20.712    0.000    1.647    0.686
##    .DGS_9             1.269    0.064   19.835    0.000    1.269    0.591
##    .DGS_27            1.039    0.056   18.694    0.000    1.039    0.484
##    .DGS_29            1.285    0.072   17.813    0.000    1.285    0.424
##    .DGS_46            0.791    0.045   17.701    0.000    0.791    0.418
##    .DGS_51            1.599    0.077   20.843    0.000    1.599    0.737
##    .DGS_52            1.413    0.074   19.062    0.000    1.413    0.514
##    .DGS_1             2.035    0.099   20.516    0.000    2.035    0.718
##    .DGS_21            0.796    0.065   12.202    0.000    0.796    0.273
##    .DGS_44            1.033    0.059   17.646    0.000    1.033    0.465
##    .DGS_65            1.453    0.082   17.741    0.000    1.453    0.471
##    .DGS_20            1.819    0.090   20.150    0.000    1.819    0.656
##    .DGS_28            0.902    0.058   15.534    0.000    0.902    0.350
##    .DGS_35            1.050    0.062   16.892    0.000    1.050    0.406
##    .DGS_48            1.246    0.064   19.553    0.000    1.246    0.542
##    .DGS_68            1.103    0.066   16.782    0.000    1.103    0.401
##    .DGS_6             1.139    0.068   16.773    0.000    1.139    0.458
##    .DGS_38            1.351    0.066   20.443    0.000    1.351    0.745
##    .DGS_39            1.189    0.072   16.438    0.000    1.189    0.442
##    .DGS_45            2.528    0.124   20.449    0.000    2.528    0.745
##    .DGS_67            1.608    0.084   19.115    0.000    1.608    0.606
##    .DGS_70            2.001    0.100   20.104    0.000    2.001    0.704
##    .DGS_71            1.388    0.067   20.650    0.000    1.388    0.772
##    .DGS_2             0.872    0.078   11.211    0.000    0.872    0.316
##    .DGS_11            1.322    0.092   14.399    0.000    1.322    0.410
##    .DGS_13            2.040    0.103   19.711    0.000    2.040    0.682
##     F1                1.000                               1.000    1.000
##     F2                1.000                               1.000    1.000
##     F3                1.000                               1.000    1.000
##     F4                1.000                               1.000    1.000
##     F5                1.000                               1.000    1.000
##     F6                1.000                               1.000    1.000
##     F7                1.000                               1.000    1.000
## 
## R-Square:
##                    Estimate
##     DGS_4             0.246
##     DGS_12            0.425
##     DGS_15            0.495
##     DGS_17            0.517
##     DGS_19            0.401
##     DGS_22            0.203
##     DGS_32            0.453
##     DGS_33            0.526
##     DGS_49            0.480
##     DGS_56            0.491
##     DGS_60            0.519
##     DGS_75            0.390
##     DGS_10            0.696
##     DGS_26            0.538
##     DGS_41            0.466
##     DGS_54            0.229
##     DGS_57            0.404
##     DGS_69            0.573
##     DGS_72            0.314
##     DGS_9             0.409
##     DGS_27            0.516
##     DGS_29            0.576
##     DGS_46            0.582
##     DGS_51            0.263
##     DGS_52            0.486
##     DGS_1             0.282
##     DGS_21            0.727
##     DGS_44            0.535
##     DGS_65            0.529
##     DGS_20            0.344
##     DGS_28            0.650
##     DGS_35            0.594
##     DGS_48            0.458
##     DGS_68            0.599
##     DGS_6             0.542
##     DGS_38            0.255
##     DGS_39            0.558
##     DGS_45            0.255
##     DGS_67            0.394
##     DGS_70            0.296
##     DGS_71            0.228
##     DGS_2             0.684
##     DGS_11            0.590
##     DGS_13            0.318
parameterestimates(DGS_7M_C_fit,
                   standardized = TRUE)
##        lhs op    rhs    est    se      z pvalue ci.lower ci.upper std.lv
## 1       F1 =~  DGS_4  0.651 0.041 15.793  0.000    0.570    0.732  0.651
## 2       F1 =~ DGS_12  0.691 0.031 21.965  0.000    0.630    0.753  0.691
## 3       F1 =~ DGS_15  0.799 0.033 24.288  0.000    0.734    0.863  0.799
## 4       F1 =~ DGS_17  0.830 0.033 25.018  0.000    0.765    0.895  0.830
## 5       F1 =~ DGS_19  0.768 0.036 21.176  0.000    0.697    0.839  0.768
## 6       F1 =~ DGS_22  0.544 0.038 14.144  0.000    0.469    0.619  0.544
## 7       F1 =~ DGS_32  0.857 0.037 22.891  0.000    0.784    0.930  0.857
## 8       F1 =~ DGS_33  0.826 0.033 25.328  0.000    0.762    0.890  0.826
## 9       F1 =~ DGS_49  0.992 0.042 23.790  0.000    0.910    1.073  0.992
## 10      F1 =~ DGS_56  0.973 0.040 24.169  0.000    0.894    1.052  0.973
## 11      F1 =~ DGS_60  0.907 0.036 25.101  0.000    0.836    0.978  0.907
## 12      F1 =~ DGS_75  0.796 0.038 20.797  0.000    0.721    0.871  0.796
## 13      F2 =~ DGS_10  1.122 0.037 30.603  0.000    1.050    1.194  1.122
## 14      F2 =~ DGS_26  0.930 0.037 25.382  0.000    0.858    1.001  0.930
## 15      F2 =~ DGS_41  0.978 0.042 23.021  0.000    0.895    1.061  0.978
## 16      F2 =~ DGS_54  0.587 0.039 14.955  0.000    0.510    0.664  0.587
## 17      F2 =~ DGS_57  0.722 0.034 20.991  0.000    0.654    0.789  0.722
## 18      F2 =~ DGS_69  1.001 0.038 26.541  0.000    0.927    1.075  1.001
## 19      F2 =~ DGS_72  0.868 0.048 17.971  0.000    0.773    0.962  0.868
## 20      F3 =~  DGS_9  0.937 0.045 21.015  0.000    0.850    1.025  0.937
## 21      F3 =~ DGS_27  1.053 0.043 24.491  0.000    0.969    1.138  1.053
## 22      F3 =~ DGS_29  1.320 0.050 26.404  0.000    1.222    1.418  1.320
## 23      F3 =~ DGS_46  1.049 0.039 26.613  0.000    0.972    1.127  1.049
## 24      F3 =~ DGS_51  0.756 0.047 16.093  0.000    0.664    0.848  0.756
## 25      F3 =~ DGS_52  1.157 0.049 23.523  0.000    1.060    1.253  1.157
## 26      F4 =~  DGS_1  0.893 0.054 16.540  0.000    0.787    0.999  0.893
## 27      F4 =~ DGS_21  1.455 0.048 30.481  0.000    1.361    1.548  1.455
## 28      F4 =~ DGS_44  1.089 0.044 24.688  0.000    1.003    1.176  1.089
## 29      F4 =~ DGS_65  1.279 0.052 24.526  0.000    1.176    1.381  1.279
## 30      F5 =~ DGS_20  0.976 0.052 18.711  0.000    0.874    1.078  0.976
## 31      F5 =~ DGS_28  1.294 0.045 28.490  0.000    1.205    1.383  1.294
## 32      F5 =~ DGS_35  1.239 0.046 26.731  0.000    1.148    1.330  1.239
## 33      F5 =~ DGS_48  0.750 0.047 16.043  0.000    0.658    0.841  0.750
## 34      F5 =~ DGS_68  1.284 0.048 26.892  0.000    1.190    1.377  1.284
## 35      F6 =~  DGS_6  1.161 0.047 24.517  0.000    1.068    1.254  1.161
## 36      F6 =~ DGS_38  0.681 0.044 15.401  0.000    0.594    0.767  0.681
## 37      F6 =~ DGS_39  1.225 0.049 24.991  0.000    1.129    1.321  1.225
## 38      F6 =~ DGS_45  0.929 0.060 15.375  0.000    0.811    1.048  0.929
## 39      F6 =~ DGS_67  1.022 0.051 19.946  0.000    0.921    1.122  1.022
## 40      F6 =~ DGS_70  0.918 0.055 16.799  0.000    0.811    1.025  0.918
## 41      F6 =~ DGS_71  0.639 0.044 14.421  0.000    0.553    0.726  0.639
## 42      F7 =~  DGS_2  1.374 0.050 27.584  0.000    1.277    1.472  1.374
## 43      F7 =~ DGS_11  1.380 0.055 25.203  0.000    1.272    1.487  1.380
## 44      F7 =~ DGS_48  0.492 0.047 10.585  0.000    0.401    0.583  0.492
## 45      F7 =~ DGS_13  0.975 0.056 17.360  0.000    0.865    1.085  0.975
## 46   DGS_4 ~~  DGS_4  1.298 0.061 21.266  0.000    1.179    1.418  1.298
## 47  DGS_12 ~~ DGS_12  0.648 0.032 20.453  0.000    0.586    0.710  0.648
## 48  DGS_15 ~~ DGS_15  0.652 0.033 19.977  0.000    0.588    0.715  0.652
## 49  DGS_17 ~~ DGS_17  0.645 0.033 19.799  0.000    0.581    0.708  0.645
## 50  DGS_19 ~~ DGS_19  0.881 0.043 20.589  0.000    0.797    0.965  0.881
## 51  DGS_22 ~~ DGS_22  1.164 0.054 21.409  0.000    1.057    1.270  1.164
## 52  DGS_32 ~~ DGS_32  0.888 0.044 20.278  0.000    0.803    0.974  0.888
## 53  DGS_33 ~~ DGS_33  0.615 0.031 19.718  0.000    0.554    0.676  0.615
## 54  DGS_49 ~~ DGS_49  1.067 0.053 20.090  0.000    0.963    1.171  1.067
## 55  DGS_56 ~~ DGS_56  0.981 0.049 20.005  0.000    0.885    1.077  0.981
## 56  DGS_60 ~~ DGS_60  0.762 0.039 19.777  0.000    0.687    0.838  0.762
## 57  DGS_75 ~~ DGS_75  0.992 0.048 20.650  0.000    0.898    1.086  0.992
## 58  DGS_10 ~~ DGS_10  0.551 0.035 15.837  0.000    0.483    0.619  0.551
## 59  DGS_26 ~~ DGS_26  0.743 0.039 18.831  0.000    0.665    0.820  0.743
## 60  DGS_41 ~~ DGS_41  1.098 0.056 19.614  0.000    0.988    1.208  1.098
## 61  DGS_54 ~~ DGS_54  1.161 0.055 21.133  0.000    1.054    1.269  1.161
## 62  DGS_57 ~~ DGS_57  0.770 0.038 20.131  0.000    0.695    0.845  0.770
## 63  DGS_69 ~~ DGS_69  0.746 0.041 18.348  0.000    0.666    0.826  0.746
## 64  DGS_72 ~~ DGS_72  1.647 0.080 20.712  0.000    1.492    1.803  1.647
## 65   DGS_9 ~~  DGS_9  1.269 0.064 19.835  0.000    1.143    1.394  1.269
## 66  DGS_27 ~~ DGS_27  1.039 0.056 18.694  0.000    0.930    1.148  1.039
## 67  DGS_29 ~~ DGS_29  1.285 0.072 17.813  0.000    1.144    1.427  1.285
## 68  DGS_46 ~~ DGS_46  0.791 0.045 17.701  0.000    0.703    0.878  0.791
## 69  DGS_51 ~~ DGS_51  1.599 0.077 20.843  0.000    1.449    1.750  1.599
## 70  DGS_52 ~~ DGS_52  1.413 0.074 19.062  0.000    1.268    1.558  1.413
## 71   DGS_1 ~~  DGS_1  2.035 0.099 20.516  0.000    1.841    2.230  2.035
## 72  DGS_21 ~~ DGS_21  0.796 0.065 12.202  0.000    0.668    0.923  0.796
## 73  DGS_44 ~~ DGS_44  1.033 0.059 17.646  0.000    0.918    1.147  1.033
## 74  DGS_65 ~~ DGS_65  1.453 0.082 17.741  0.000    1.292    1.613  1.453
## 75  DGS_20 ~~ DGS_20  1.819 0.090 20.150  0.000    1.642    1.996  1.819
## 76  DGS_28 ~~ DGS_28  0.902 0.058 15.534  0.000    0.788    1.016  0.902
## 77  DGS_35 ~~ DGS_35  1.050 0.062 16.892  0.000    0.929    1.172  1.050
## 78  DGS_48 ~~ DGS_48  1.246 0.064 19.553  0.000    1.121    1.371  1.246
## 79  DGS_68 ~~ DGS_68  1.103 0.066 16.782  0.000    0.974    1.232  1.103
## 80   DGS_6 ~~  DGS_6  1.139 0.068 16.773  0.000    1.006    1.272  1.139
## 81  DGS_38 ~~ DGS_38  1.351 0.066 20.443  0.000    1.222    1.481  1.351
## 82  DGS_39 ~~ DGS_39  1.189 0.072 16.438  0.000    1.047    1.331  1.189
## 83  DGS_45 ~~ DGS_45  2.528 0.124 20.449  0.000    2.286    2.770  2.528
## 84  DGS_67 ~~ DGS_67  1.608 0.084 19.115  0.000    1.443    1.772  1.608
## 85  DGS_70 ~~ DGS_70  2.001 0.100 20.104  0.000    1.806    2.196  2.001
## 86  DGS_71 ~~ DGS_71  1.388 0.067 20.650  0.000    1.256    1.519  1.388
## 87   DGS_2 ~~  DGS_2  0.872 0.078 11.211  0.000    0.719    1.024  0.872
## 88  DGS_11 ~~ DGS_11  1.322 0.092 14.399  0.000    1.142    1.502  1.322
## 89  DGS_13 ~~ DGS_13  2.040 0.103 19.711  0.000    1.837    2.243  2.040
## 90      F1 ~~     F1  1.000 0.000     NA     NA    1.000    1.000  1.000
## 91      F2 ~~     F2  1.000 0.000     NA     NA    1.000    1.000  1.000
## 92      F3 ~~     F3  1.000 0.000     NA     NA    1.000    1.000  1.000
## 93      F4 ~~     F4  1.000 0.000     NA     NA    1.000    1.000  1.000
## 94      F5 ~~     F5  1.000 0.000     NA     NA    1.000    1.000  1.000
## 95      F6 ~~     F6  1.000 0.000     NA     NA    1.000    1.000  1.000
## 96      F7 ~~     F7  1.000 0.000     NA     NA    1.000    1.000  1.000
## 97      F1 ~~     F2  0.571 0.026 22.094  0.000    0.520    0.621  0.571
## 98      F1 ~~     F3  0.729 0.020 36.620  0.000    0.690    0.768  0.729
## 99      F1 ~~     F4  0.553 0.027 20.254  0.000    0.500    0.607  0.553
## 100     F1 ~~     F5  0.421 0.031 13.509  0.000    0.360    0.482  0.421
## 101     F1 ~~     F6  0.489 0.030 16.336  0.000    0.430    0.548  0.489
## 102     F1 ~~     F7  0.440 0.032 13.887  0.000    0.378    0.502  0.440
## 103     F2 ~~     F3  0.524 0.029 18.301  0.000    0.468    0.580  0.524
## 104     F2 ~~     F4  0.668 0.024 28.260  0.000    0.621    0.714  0.668
## 105     F2 ~~     F5 -0.054 0.037 -1.444  0.149   -0.127    0.019 -0.054
## 106     F2 ~~     F6  0.222 0.037  6.066  0.000    0.150    0.293  0.222
## 107     F2 ~~     F7  0.442 0.032 13.734  0.000    0.379    0.505  0.442
## 108     F3 ~~     F4  0.353 0.034 10.327  0.000    0.286    0.420  0.353
## 109     F3 ~~     F5  0.491 0.030 16.245  0.000    0.432    0.551  0.491
## 110     F3 ~~     F6  0.560 0.029 19.469  0.000    0.504    0.617  0.560
## 111     F3 ~~     F7  0.420 0.033 12.604  0.000    0.355    0.486  0.420
## 112     F4 ~~     F5  0.012 0.038  0.314  0.753   -0.063    0.087  0.012
## 113     F4 ~~     F6  0.258 0.037  7.016  0.000    0.186    0.330  0.258
## 114     F4 ~~     F7  0.448 0.033 13.639  0.000    0.384    0.513  0.448
## 115     F5 ~~     F6  0.525 0.030 17.477  0.000    0.466    0.584  0.525
## 116     F5 ~~     F7  0.336 0.036  9.411  0.000    0.266    0.406  0.336
## 117     F6 ~~     F7  0.431 0.034 12.713  0.000    0.365    0.498  0.431
##     std.all std.nox
## 1     0.496   0.496
## 2     0.652   0.652
## 3     0.703   0.703
## 4     0.719   0.719
## 5     0.633   0.633
## 6     0.450   0.450
## 7     0.673   0.673
## 8     0.725   0.725
## 9     0.693   0.693
## 10    0.701   0.701
## 11    0.721   0.721
## 12    0.624   0.624
## 13    0.834   0.834
## 14    0.733   0.733
## 15    0.682   0.682
## 16    0.478   0.478
## 17    0.635   0.635
## 18    0.757   0.757
## 19    0.560   0.560
## 20    0.640   0.640
## 21    0.719   0.719
## 22    0.759   0.759
## 23    0.763   0.763
## 24    0.513   0.513
## 25    0.697   0.697
## 26    0.531   0.531
## 27    0.852   0.852
## 28    0.731   0.731
## 29    0.728   0.728
## 30    0.586   0.586
## 31    0.806   0.806
## 32    0.771   0.771
## 33    0.494   0.494
## 34    0.774   0.774
## 35    0.736   0.736
## 36    0.505   0.505
## 37    0.747   0.747
## 38    0.505   0.505
## 39    0.627   0.627
## 40    0.544   0.544
## 41    0.477   0.477
## 42    0.827   0.827
## 43    0.768   0.768
## 44    0.325   0.325
## 45    0.564   0.564
## 46    0.754   0.754
## 47    0.575   0.575
## 48    0.505   0.505
## 49    0.483   0.483
## 50    0.599   0.599
## 51    0.797   0.797
## 52    0.547   0.547
## 53    0.474   0.474
## 54    0.520   0.520
## 55    0.509   0.509
## 56    0.481   0.481
## 57    0.610   0.610
## 58    0.304   0.304
## 59    0.462   0.462
## 60    0.534   0.534
## 61    0.771   0.771
## 62    0.596   0.596
## 63    0.427   0.427
## 64    0.686   0.686
## 65    0.591   0.591
## 66    0.484   0.484
## 67    0.424   0.424
## 68    0.418   0.418
## 69    0.737   0.737
## 70    0.514   0.514
## 71    0.718   0.718
## 72    0.273   0.273
## 73    0.465   0.465
## 74    0.471   0.471
## 75    0.656   0.656
## 76    0.350   0.350
## 77    0.406   0.406
## 78    0.542   0.542
## 79    0.401   0.401
## 80    0.458   0.458
## 81    0.745   0.745
## 82    0.442   0.442
## 83    0.745   0.745
## 84    0.606   0.606
## 85    0.704   0.704
## 86    0.772   0.772
## 87    0.316   0.316
## 88    0.410   0.410
## 89    0.682   0.682
## 90    1.000   1.000
## 91    1.000   1.000
## 92    1.000   1.000
## 93    1.000   1.000
## 94    1.000   1.000
## 95    1.000   1.000
## 96    1.000   1.000
## 97    0.571   0.571
## 98    0.729   0.729
## 99    0.553   0.553
## 100   0.421   0.421
## 101   0.489   0.489
## 102   0.440   0.440
## 103   0.524   0.524
## 104   0.668   0.668
## 105  -0.054  -0.054
## 106   0.222   0.222
## 107   0.442   0.442
## 108   0.353   0.353
## 109   0.491   0.491
## 110   0.560   0.560
## 111   0.420   0.420
## 112   0.012   0.012
## 113   0.258   0.258
## 114   0.448   0.448
## 115   0.525   0.525
## 116   0.336   0.336
## 117   0.431   0.431
fitmeasures(DGS_7M_C_fit)
##                  npar                  fmin                 chisq 
##               110.000                 2.673              5132.190 
##                    df                pvalue        baseline.chisq 
##               880.000                 0.000             21563.595 
##           baseline.df       baseline.pvalue                   cfi 
##               946.000                 0.000                 0.794 
##                   tli                  nnfi                   rfi 
##                 0.778                 0.778                 0.744 
##                   nfi                  pnfi                   ifi 
##                 0.762                 0.709                 0.794 
##                   rni                  logl     unrestricted.logl 
##                 0.794            -67263.459                    NA 
##                   aic                   bic                ntotal 
##            134746.917            135282.280               960.000 
##                  bic2                 rmsea        rmsea.ci.lower 
##            134932.923                 0.071                 0.069 
##        rmsea.ci.upper        rmsea.ci.level          rmsea.pvalue 
##                 0.073                 0.900                 0.000 
##        rmsea.close.h0 rmsea.notclose.pvalue     rmsea.notclose.h0 
##                 0.050                 0.000                 0.080 
##                   rmr            rmr_nomean                  srmr 
##                 0.199                 0.199                 0.093 
##          srmr_bentler   srmr_bentler_nomean                  crmr 
##                 0.093                 0.093                 0.095 
##           crmr_nomean            srmr_mplus     srmr_mplus_nomean 
##                 0.095                 0.093                 0.093 
##                 cn_05                 cn_01                   gfi 
##               178.725               184.412                 0.758 
##                  agfi                  pgfi                   mfi 
##                 0.727                 0.674                 0.109 
##                  ecvi 
##                 5.575
modificationindices(DGS_7M_C_fit,sort = T)
##         lhs op    rhs      mi    epc sepc.lv sepc.all sepc.nox
## 1295 DGS_38 ~~ DGS_71 251.326  0.752   0.752    0.550    0.550
## 122      F1 =~ DGS_57 212.121  0.583   0.583    0.513    0.513
## 170      F2 =~ DGS_44 194.887  0.870   0.870    0.584    0.584
## 1076 DGS_29 ~~ DGS_52 180.007  0.735   0.735    0.545    0.545
## 1307 DGS_45 ~~ DGS_70 177.989  1.057   1.057    0.470    0.470
## 152      F2 =~ DGS_15 141.191  0.444   0.444    0.391    0.391
## 1030  DGS_9 ~~ DGS_51 129.952  0.570   0.570    0.400    0.400
## 166      F2 =~ DGS_51 122.756  0.606   0.606    0.411    0.411
## 167      F2 =~ DGS_52 122.463 -0.605  -0.605   -0.365   -0.365
## 180      F2 =~ DGS_45 122.126  0.647   0.647    0.351    0.351
## 149      F1 =~ DGS_13 118.949  0.653   0.653    0.378    0.378
## 203      F3 =~ DGS_57 118.502  0.424   0.424    0.373    0.373
## 162      F2 =~  DGS_9 116.408  0.544   0.544    0.371    0.371
## 1306 DGS_45 ~~ DGS_67 108.893  0.765   0.765    0.380    0.380
## 249      F4 =~ DGS_52  97.376 -0.491  -0.491   -0.296   -0.296
## 264      F4 =~ DGS_13  97.138  0.613   0.613    0.355    0.355
## 1283  DGS_6 ~~ DGS_39  90.528  0.553   0.553    0.475    0.475
## 248      F4 =~ DGS_51  88.612  0.469   0.469    0.318    0.318
## 284      F5 =~  DGS_9  86.707 -0.465  -0.465   -0.317   -0.317
## 281      F5 =~ DGS_57  85.549  0.296   0.296    0.260    0.260
## 224      F3 =~ DGS_13  82.766  0.551   0.551    0.319    0.319
## 146      F1 =~ DGS_71  82.302 -0.450  -0.450   -0.335   -0.335
## 273      F5 =~ DGS_49  82.060  0.385   0.385    0.269    0.269
## 141      F1 =~ DGS_38  81.565 -0.445  -0.445   -0.330   -0.330
## 697  DGS_49 ~~ DGS_56  79.164  0.325   0.325    0.318    0.318
## 1284  DGS_6 ~~ DGS_45  71.435 -0.567  -0.567   -0.334   -0.334
## 288      F5 =~ DGS_51  68.699 -0.449  -0.449   -0.305   -0.305
## 289      F5 =~ DGS_52  68.523  0.449   0.449    0.270    0.270
## 381   DGS_4 ~~ DGS_12  68.235  0.258   0.258    0.281    0.281
## 1175 DGS_21 ~~ DGS_65  67.821  0.579   0.579    0.539    0.539
## 210      F3 =~ DGS_20  67.234  0.480   0.480    0.288    0.288
## 164      F2 =~ DGS_29  64.234 -0.438  -0.438   -0.252   -0.252
## 244      F4 =~  DGS_9  63.690  0.366   0.366    0.250    0.250
## 171      F2 =~ DGS_65  63.325 -0.585  -0.585   -0.333   -0.333
## 186      F2 =~ DGS_13  62.041  0.476   0.476    0.275    0.275
## 157      F2 =~ DGS_33  61.024  0.286   0.286    0.251    0.251
## 221      F3 =~ DGS_71  57.984 -0.418  -0.418   -0.312   -0.312
## 312      F6 =~ DGS_49  57.328  0.349   0.349    0.244    0.244
## 267      F5 =~ DGS_15  55.652 -0.249  -0.249   -0.219   -0.219
## 242      F4 =~ DGS_69  55.473  0.379   0.379    0.287    0.287
## 1043  DGS_9 ~~ DGS_39  53.842 -0.341  -0.341   -0.278   -0.278
## 320      F6 =~ DGS_57  53.677  0.247   0.247    0.217    0.217
## 158      F2 =~ DGS_49  53.509 -0.349  -0.349   -0.243   -0.243
## 144      F1 =~ DGS_67  53.222  0.410   0.410    0.252    0.252
## 1044  DGS_9 ~~ DGS_45  52.042  0.448   0.448    0.250    0.250
## 258      F4 =~ DGS_45  50.546  0.429   0.429    0.233    0.233
## 128      F1 =~ DGS_46  50.343  0.422   0.422    0.307    0.307
## 135      F1 =~ DGS_20  49.422  0.380   0.380    0.228    0.228
## 313      F6 =~ DGS_56  49.124  0.311   0.311    0.224    0.224
## 219      F3 =~ DGS_67  48.855  0.435   0.435    0.267    0.267
## 1299 DGS_39 ~~ DGS_45  48.467 -0.483  -0.483   -0.279   -0.279
## 216      F3 =~ DGS_38  47.393 -0.375  -0.375   -0.278   -0.278
## 286      F5 =~ DGS_29  45.954  0.367   0.367    0.211    0.211
## 227      F4 =~ DGS_15  45.646  0.254   0.254    0.223    0.223
## 1313 DGS_67 ~~ DGS_71  44.789 -0.361  -0.361   -0.242   -0.242
## 246      F4 =~ DGS_29  44.497 -0.332  -0.332   -0.191   -0.191
## 181      F2 =~ DGS_67  44.192  0.323   0.323    0.198    0.198
## 832  DGS_10 ~~ DGS_41  44.174  0.223   0.223    0.286    0.286
## 274      F5 =~ DGS_56  44.169  0.272   0.272    0.196    0.196
## 985  DGS_69 ~~ DGS_44  43.913  0.222   0.222    0.253    0.253
## 299      F5 =~ DGS_70  43.794 -0.430  -0.430   -0.255   -0.255
## 297      F5 =~ DGS_45  43.354 -0.476  -0.476   -0.258   -0.258
## 179      F2 =~ DGS_39  41.434 -0.294  -0.294   -0.179   -0.179
## 1149 DGS_52 ~~ DGS_45  39.602 -0.420  -0.420   -0.222   -0.222
## 1286  DGS_6 ~~ DGS_70  39.309 -0.381  -0.381   -0.252   -0.252
## 1041  DGS_9 ~~  DGS_6  38.879 -0.282  -0.282   -0.234   -0.234
## 208      F3 =~ DGS_44  38.871  0.274   0.274    0.184    0.184
## 296      F5 =~ DGS_39  36.530  0.347   0.347    0.212    0.212
## 323      F6 =~  DGS_9  36.348 -0.334  -0.334   -0.228   -0.228
## 127      F1 =~ DGS_29  34.996 -0.446  -0.446   -0.256   -0.256
## 715  DGS_49 ~~ DGS_44  34.872 -0.227  -0.227   -0.216   -0.216
## 175      F2 =~ DGS_48  34.347 -0.290  -0.290   -0.192   -0.192
## 340      F6 =~ DGS_13  33.969  0.365   0.365    0.211    0.211
## 350      F7 =~ DGS_56  33.585  0.249   0.249    0.180    0.180
## 130      F1 =~ DGS_52  32.601 -0.426  -0.426   -0.257   -0.257
## 511  DGS_17 ~~ DGS_49  32.549 -0.170  -0.170   -0.205   -0.205
## 970  DGS_57 ~~ DGS_67  31.879  0.223   0.223    0.200    0.200
## 954  DGS_57 ~~ DGS_46  31.381  0.161   0.161    0.206    0.206
## 1324  DGS_2 ~~ DGS_11  30.603  0.647   0.647    0.602    0.602
## 319      F6 =~ DGS_54  29.963 -0.220  -0.220   -0.179   -0.179
## 724  DGS_49 ~~ DGS_39  29.753  0.232   0.232    0.206    0.206
## 385   DGS_4 ~~ DGS_22  29.658  0.222   0.222    0.181    0.181
## 272      F5 =~ DGS_33  29.590 -0.178  -0.178   -0.156   -0.156
## 933  DGS_54 ~~ DGS_65  29.536 -0.252  -0.252   -0.194   -0.194
## 155      F2 =~ DGS_22  29.492 -0.260  -0.260   -0.215   -0.215
## 165      F2 =~ DGS_46  29.489  0.234   0.234    0.170    0.170
## 1201 DGS_44 ~~ DGS_67  29.454  0.260   0.260    0.202    0.202
## 924  DGS_54 ~~  DGS_9  29.406  0.225   0.225    0.186    0.186
## 240      F4 =~ DGS_54  29.158 -0.310  -0.310   -0.253   -0.253
## 1191 DGS_44 ~~ DGS_65  28.807 -0.300  -0.300   -0.245   -0.245
## 932  DGS_54 ~~ DGS_44  28.439  0.209   0.209    0.191    0.191
## 346      F7 =~ DGS_22  28.150 -0.238  -0.238   -0.197   -0.197
## 1293 DGS_38 ~~ DGS_67  28.067 -0.284  -0.284   -0.193   -0.193
## 1117 DGS_51 ~~ DGS_52  27.733 -0.284  -0.284   -0.189   -0.189
## 304      F6 =~  DGS_4  27.542 -0.258  -0.258   -0.197   -0.197
## 356      F7 =~ DGS_54  27.335 -0.237  -0.237   -0.193   -0.193
## 1238 DGS_28 ~~ DGS_68  26.058  0.276   0.276    0.277    0.277
## 124      F1 =~ DGS_72  25.960 -0.293  -0.293   -0.189   -0.189
## 364      F7 =~ DGS_51  25.957  0.272   0.272    0.184    0.184
## 737  DGS_56 ~~ DGS_54  25.850 -0.186  -0.186   -0.174   -0.174
## 1200 DGS_44 ~~ DGS_45  25.764  0.297   0.297    0.184    0.184
## 1022 DGS_72 ~~ DGS_70  25.672  0.315   0.315    0.174    0.174
## 120      F1 =~ DGS_41  25.440 -0.245  -0.245   -0.171   -0.171
## 680  DGS_33 ~~ DGS_44  24.609  0.146   0.146    0.183    0.183
## 725  DGS_49 ~~ DGS_45  24.299 -0.280  -0.280   -0.170   -0.170
## 951  DGS_57 ~~  DGS_9  23.978 -0.169  -0.169   -0.171   -0.171
## 937  DGS_54 ~~ DGS_48  23.764 -0.202  -0.202   -0.168   -0.168
## 294      F5 =~  DGS_6  23.764  0.270   0.270    0.171    0.171
## 349      F7 =~ DGS_49  23.592  0.217   0.217    0.152    0.152
## 1130 DGS_51 ~~ DGS_45  23.538  0.331   0.331    0.165    0.165
## 192      F3 =~ DGS_22  23.349 -0.301  -0.301   -0.249   -0.249
## 1097 DGS_46 ~~ DGS_52  23.246 -0.208  -0.208   -0.197   -0.197
## 716  DGS_49 ~~ DGS_65  23.109  0.219   0.219    0.176    0.176
## 1129 DGS_51 ~~ DGS_39  23.008 -0.245  -0.245   -0.178   -0.178
## 263      F4 =~ DGS_11  22.850 -0.293  -0.293   -0.163   -0.163
## 972  DGS_57 ~~ DGS_71  22.759 -0.169  -0.169   -0.164   -0.164
## 377      F7 =~ DGS_45  22.585  0.325   0.325    0.176    0.176
## 131      F1 =~  DGS_1  22.432 -0.301  -0.301   -0.179   -0.179
## 1008 DGS_72 ~~  DGS_1  22.038  0.293   0.293    0.160    0.160
## 955  DGS_57 ~~ DGS_51  21.819 -0.178  -0.178   -0.160   -0.160
## 462  DGS_12 ~~ DGS_71  21.630 -0.150  -0.150   -0.159   -0.159
## 1301 DGS_39 ~~ DGS_70  21.360 -0.291  -0.291   -0.189   -0.189
## 1199 DGS_44 ~~ DGS_39  21.356 -0.203  -0.203   -0.183   -0.183
## 767  DGS_60 ~~ DGS_10  21.355 -0.117  -0.117   -0.180   -0.180
## 133      F1 =~ DGS_44  21.295  0.233   0.233    0.156    0.156
## 309      F6 =~ DGS_22  21.226 -0.213  -0.213   -0.177   -0.177
## 182      F2 =~ DGS_70  21.189  0.242   0.242    0.144    0.144
## 562  DGS_19 ~~ DGS_27  20.971  0.156   0.156    0.163    0.163
## 257      F4 =~ DGS_39  20.906 -0.215  -0.215   -0.131   -0.131
## 1170  DGS_1 ~~ DGS_71  20.686  0.260   0.260    0.155    0.155
## 1046  DGS_9 ~~ DGS_70  20.664  0.253   0.253    0.159    0.159
## 365      F7 =~ DGS_52  20.524 -0.241  -0.241   -0.146   -0.146
## 148      F1 =~ DGS_11  20.375 -0.269  -0.269   -0.150   -0.150
## 360      F7 =~  DGS_9  20.306  0.221   0.221    0.151    0.151
## 183      F2 =~ DGS_71  20.187 -0.194  -0.194   -0.145   -0.145
## 431  DGS_12 ~~ DGS_56  19.953 -0.126  -0.126   -0.158   -0.158
## 307      F6 =~ DGS_17  19.854 -0.161  -0.161   -0.140   -0.140
## 169      F2 =~ DGS_21  19.645 -0.325  -0.325   -0.190   -0.190
## 1205 DGS_44 ~~ DGS_11  19.531 -0.211  -0.211   -0.180   -0.180
## 669  DGS_33 ~~ DGS_57  19.443  0.107   0.107    0.155    0.155
## 1214 DGS_65 ~~ DGS_39  19.375  0.228   0.228    0.174    0.174
## 508  DGS_17 ~~ DGS_22  19.337  0.131   0.131    0.152    0.152
## 1325  DGS_2 ~~ DGS_13  19.086 -0.336  -0.336   -0.252   -0.252
## 121      F1 =~ DGS_54  18.997 -0.207  -0.207   -0.169   -0.169
## 154      F2 =~ DGS_19  18.965 -0.186  -0.186   -0.153   -0.153
## 1285  DGS_6 ~~ DGS_67  18.838 -0.250  -0.250   -0.185   -0.185
## 1039  DGS_9 ~~ DGS_48  18.829 -0.193  -0.193   -0.154   -0.154
## 1215 DGS_65 ~~ DGS_45  18.666 -0.299  -0.299   -0.156   -0.156
## 1075 DGS_29 ~~ DGS_51  18.525 -0.231  -0.231   -0.161   -0.161
## 578  DGS_19 ~~ DGS_39  18.193  0.163   0.163    0.159    0.159
## 1111 DGS_46 ~~ DGS_67  18.079  0.180   0.180    0.159    0.159
## 550  DGS_19 ~~ DGS_49  17.869  0.144   0.144    0.148    0.148
## 569  DGS_19 ~~ DGS_44  17.841 -0.146  -0.146   -0.153   -0.153
## 1100 DGS_46 ~~ DGS_44  17.646  0.147   0.147    0.162    0.162
## 218      F3 =~ DGS_45  17.581  0.312   0.312    0.170    0.170
## 266      F5 =~ DGS_12  17.526 -0.137  -0.137   -0.129   -0.129
## 835  DGS_10 ~~ DGS_69  17.511 -0.125  -0.125   -0.195   -0.195
## 480  DGS_15 ~~ DGS_69  17.486  0.106   0.106    0.152    0.152
## 430  DGS_12 ~~ DGS_49  17.177 -0.121  -0.121   -0.146   -0.146
## 211      F3 =~ DGS_28  17.154 -0.201  -0.201   -0.126   -0.126
## 305      F6 =~ DGS_12  17.131 -0.147  -0.147   -0.139   -0.139
## 487  DGS_15 ~~ DGS_52  17.014 -0.142  -0.142   -0.148   -0.148
## 1018 DGS_72 ~~ DGS_38  16.994  0.209   0.209    0.140    0.140
## 1174 DGS_21 ~~ DGS_44  16.828 -0.246  -0.246   -0.271   -0.271
## 707  DGS_49 ~~  DGS_9  16.686 -0.167  -0.167   -0.143   -0.143
## 1136 DGS_51 ~~ DGS_13  16.683  0.254   0.254    0.141    0.141
## 594  DGS_22 ~~ DGS_41  16.624 -0.158  -0.158   -0.140   -0.140
## 967  DGS_57 ~~ DGS_38  16.578 -0.143  -0.143   -0.140   -0.140
## 942  DGS_54 ~~ DGS_45  16.538  0.235   0.235    0.137    0.137
## 1020 DGS_72 ~~ DGS_45  16.412  0.282   0.282    0.138    0.138
## 1265 DGS_48 ~~ DGS_45  16.031 -0.248  -0.248   -0.140   -0.140
## 519  DGS_17 ~~ DGS_57  15.873  0.098   0.098    0.140    0.140
## 1216 DGS_65 ~~ DGS_67  15.777 -0.226  -0.226   -0.148   -0.148
## 1012 DGS_72 ~~ DGS_20  15.572 -0.234  -0.234   -0.135   -0.135
## 605  DGS_22 ~~  DGS_1  15.521 -0.203  -0.203   -0.132   -0.132
## 470  DGS_15 ~~ DGS_33  15.438  0.090   0.090    0.142    0.142
## 230      F4 =~ DGS_22  15.392 -0.189  -0.189   -0.156   -0.156
## 290      F5 =~  DGS_1  15.296 -0.201  -0.201   -0.119   -0.119
## 1132 DGS_51 ~~ DGS_70  15.268  0.239   0.239    0.134    0.134
## 136      F1 =~ DGS_28  15.258 -0.175  -0.175   -0.109   -0.109
## 720  DGS_49 ~~ DGS_48  15.239  0.159   0.159    0.138    0.138
## 457  DGS_12 ~~ DGS_38  15.213 -0.125  -0.125   -0.134   -0.134
## 769  DGS_60 ~~ DGS_41  15.200 -0.127  -0.127   -0.138   -0.138
## 247      F4 =~ DGS_46  15.115  0.152   0.152    0.111    0.111
## 941  DGS_54 ~~ DGS_39  15.071 -0.168  -0.168   -0.143   -0.143
## 159      F2 =~ DGS_56  14.926 -0.177  -0.177   -0.127   -0.127
## 1148 DGS_52 ~~ DGS_39  14.915  0.193   0.193    0.149    0.149
## 432  DGS_12 ~~ DGS_60  14.801 -0.096  -0.096   -0.137   -0.137
## 485  DGS_15 ~~ DGS_46  14.778  0.102   0.102    0.142    0.142
## 123      F1 =~ DGS_69  14.775  0.161   0.161    0.122    0.122
## 777  DGS_60 ~~ DGS_46  14.762  0.111   0.111    0.143    0.143
## 732  DGS_56 ~~ DGS_60  14.590  0.119   0.119    0.138    0.138
## 213      F3 =~ DGS_48  14.533 -0.201  -0.201   -0.133   -0.133
## 957  DGS_57 ~~  DGS_1  14.351 -0.163  -0.163   -0.131   -0.131
## 1303 DGS_39 ~~  DGS_2  14.324 -0.178  -0.178   -0.175   -0.175
## 1227 DGS_20 ~~ DGS_38  14.261 -0.204  -0.204   -0.130   -0.130
## 709  DGS_49 ~~ DGS_29  13.991  0.161   0.161    0.137    0.137
## 531  DGS_17 ~~ DGS_65  13.954 -0.133  -0.133   -0.138   -0.138
## 126      F1 =~ DGS_27  13.924  0.243   0.243    0.165    0.165
## 177      F2 =~  DGS_6  13.834 -0.164  -0.164   -0.104   -0.104
## 1031  DGS_9 ~~ DGS_52  13.733 -0.185  -0.185   -0.138   -0.138
## 1002 DGS_72 ~~  DGS_9  13.711  0.185   0.185    0.128    0.128
## 178      F2 =~ DGS_38  13.597 -0.158  -0.158   -0.117   -0.117
## 223      F3 =~ DGS_11  13.594 -0.222  -0.222   -0.123   -0.123
## 973  DGS_57 ~~  DGS_2  13.304 -0.127  -0.127   -0.155   -0.155
## 1125 DGS_51 ~~ DGS_48  13.286 -0.178  -0.178   -0.126   -0.126
## 460  DGS_12 ~~ DGS_67  13.115  0.130   0.130    0.128    0.128
## 1023 DGS_72 ~~ DGS_71  13.106  0.186   0.186    0.123    0.123
## 959  DGS_57 ~~ DGS_44  13.106  0.118   0.118    0.132    0.132
## 1102 DGS_46 ~~ DGS_20  13.083  0.159   0.159    0.133    0.133
## 1165  DGS_1 ~~ DGS_38  13.065  0.205   0.205    0.123    0.123
## 206      F3 =~  DGS_1  13.023 -0.203  -0.203   -0.120   -0.120
## 1291 DGS_38 ~~ DGS_39  12.923 -0.182  -0.182   -0.144   -0.144
## 661  DGS_33 ~~ DGS_49  12.807 -0.105  -0.105   -0.129   -0.129
## 232      F4 =~ DGS_33  12.773  0.131   0.131    0.115    0.115
## 491  DGS_15 ~~ DGS_65  12.761 -0.127  -0.127   -0.131   -0.131
## 726  DGS_49 ~~ DGS_67  12.526 -0.165  -0.165   -0.126   -0.126
## 341      F7 =~  DGS_4  12.498 -0.168  -0.168   -0.128   -0.128
## 449  DGS_12 ~~ DGS_44  12.441  0.105   0.105    0.128    0.128
## 1195 DGS_44 ~~ DGS_48  12.365 -0.148  -0.148   -0.130   -0.130
## 1011 DGS_72 ~~ DGS_65  12.319 -0.196  -0.196   -0.126   -0.126
## 541  DGS_17 ~~ DGS_67  12.318  0.128   0.128    0.125    0.125
## 514  DGS_17 ~~ DGS_75  12.306 -0.099  -0.099   -0.124   -0.124
## 1042  DGS_9 ~~ DGS_38  12.157  0.158   0.158    0.121    0.121
## 722  DGS_49 ~~  DGS_6  12.057  0.143   0.143    0.130    0.130
## 280      F5 =~ DGS_54  12.005 -0.132  -0.132   -0.108   -0.108
## 961  DGS_57 ~~ DGS_20  11.988  0.142   0.142    0.120    0.120
## 1019 DGS_72 ~~ DGS_39  11.934 -0.180  -0.180   -0.128   -0.128
## 187      F3 =~  DGS_4  11.871 -0.228  -0.228   -0.174   -0.174
## 151      F2 =~ DGS_12  11.839  0.126   0.126    0.119    0.119
## 391   DGS_4 ~~ DGS_75  11.789  0.132   0.132    0.116    0.116
## 253      F4 =~ DGS_48  11.748 -0.171  -0.171   -0.113   -0.113
## 1141 DGS_52 ~~ DGS_20  11.724  0.195   0.195    0.122    0.122
## 172      F2 =~ DGS_20  11.715  0.166   0.166    0.100    0.100
## 1226 DGS_20 ~~  DGS_6  11.686  0.183   0.183    0.127    0.127
## 617  DGS_22 ~~ DGS_45  11.594 -0.196  -0.196   -0.114   -0.114
## 836  DGS_10 ~~ DGS_72  11.571  0.131   0.131    0.137    0.137
## 838  DGS_10 ~~ DGS_27  11.524 -0.103  -0.103   -0.135   -0.135
## 662  DGS_33 ~~ DGS_56  11.479 -0.095  -0.095   -0.123   -0.123
## 690  DGS_33 ~~ DGS_45  11.424  0.147   0.147    0.118    0.118
## 1048  DGS_9 ~~  DGS_2  11.265  0.151   0.151    0.143    0.143
## 1169  DGS_1 ~~ DGS_70  11.186  0.232   0.232    0.115    0.115
## 150      F2 =~  DGS_4  11.135 -0.169  -0.169   -0.129   -0.129
## 1146 DGS_52 ~~  DGS_6  11.133  0.162   0.162    0.128    0.128
## 893  DGS_41 ~~ DGS_57  11.098 -0.111  -0.111   -0.121   -0.121
## 860  DGS_10 ~~ DGS_11  11.039  0.122   0.122    0.143    0.143
## 140      F1 =~  DGS_6  11.023  0.171   0.171    0.109    0.109
## 475  DGS_15 ~~ DGS_10  10.994  0.077   0.077    0.128    0.128
## 552  DGS_19 ~~ DGS_60  10.967 -0.096  -0.096   -0.117   -0.117
## 1006 DGS_72 ~~ DGS_51  10.952  0.182   0.182    0.112    0.112
## 896  DGS_41 ~~  DGS_9  10.788  0.137   0.137    0.116    0.116
## 484  DGS_15 ~~ DGS_29  10.744 -0.110  -0.110   -0.121   -0.121
## 570  DGS_19 ~~ DGS_65  10.655  0.133   0.133    0.118    0.118
## 1000 DGS_69 ~~ DGS_11  10.637 -0.131  -0.131   -0.132   -0.132
## 1312 DGS_67 ~~ DGS_70  10.620  0.215   0.215    0.120    0.120
## 819  DGS_75 ~~ DGS_48  10.605  0.126   0.126    0.113    0.113
## 376      F7 =~ DGS_39  10.502 -0.175  -0.175   -0.106   -0.106
## 756  DGS_56 ~~  DGS_6  10.428  0.128   0.128    0.121    0.121
## 1034  DGS_9 ~~ DGS_44  10.425  0.136   0.136    0.119    0.119
## 415   DGS_4 ~~ DGS_38  10.355 -0.144  -0.144   -0.108   -0.108
## 490  DGS_15 ~~ DGS_44  10.352  0.097   0.097    0.118    0.118
## 749  DGS_56 ~~ DGS_44  10.328 -0.119  -0.119   -0.118   -0.118
## 308      F6 =~ DGS_19  10.325  0.133   0.133    0.109    0.109
## 199      F3 =~ DGS_10  10.272 -0.123  -0.123   -0.092   -0.092
## 239      F4 =~ DGS_41  10.093 -0.187  -0.187   -0.130   -0.130
## 325      F6 =~ DGS_29  10.056  0.191   0.191    0.110    0.110
## 1326 DGS_11 ~~ DGS_13   9.990 -0.249  -0.249   -0.152   -0.152
## 620  DGS_22 ~~ DGS_71   9.913 -0.134  -0.134   -0.105   -0.105
## 471  DGS_15 ~~ DGS_49   9.712 -0.093  -0.093   -0.112   -0.112
## 703  DGS_49 ~~ DGS_54   9.710 -0.118  -0.118   -0.106   -0.106
## 561  DGS_19 ~~  DGS_9   9.709 -0.114  -0.114   -0.108   -0.108
## 744  DGS_56 ~~ DGS_46   9.580 -0.101  -0.101   -0.114   -0.114
## 118      F1 =~ DGS_10   9.576 -0.123  -0.123   -0.092   -0.092
## 537  DGS_17 ~~  DGS_6   9.509 -0.099  -0.099   -0.116   -0.116
## 571  DGS_19 ~~ DGS_20   9.504  0.134   0.134    0.106    0.106
## 303      F5 =~ DGS_13   9.477  0.177   0.177    0.102    0.102
## 447  DGS_12 ~~  DGS_1   9.477 -0.121  -0.121   -0.105   -0.105
## 674  DGS_33 ~~ DGS_29   9.435 -0.101  -0.101   -0.114   -0.114
## 579  DGS_19 ~~ DGS_45   9.405 -0.156  -0.156   -0.105   -0.105
## 576  DGS_19 ~~  DGS_6   9.303  0.113   0.113    0.113    0.113
## 269      F5 =~ DGS_19   9.241  0.116   0.116    0.095    0.095
## 1233 DGS_20 ~~  DGS_2   9.183 -0.162  -0.162   -0.128   -0.128
## 914  DGS_41 ~~ DGS_45   9.172  0.176   0.176    0.106    0.106
## 1013 DGS_72 ~~ DGS_28   9.159  0.141   0.141    0.115    0.115
## 1015 DGS_72 ~~ DGS_48   9.077 -0.150  -0.150   -0.105   -0.105
## 1168  DGS_1 ~~ DGS_67   9.069 -0.191  -0.191   -0.106   -0.106
## 1159  DGS_1 ~~ DGS_20   9.064 -0.199  -0.199   -0.104   -0.104
## 513  DGS_17 ~~ DGS_60   8.943  0.076   0.076    0.109    0.109
## 347      F7 =~ DGS_32   8.908  0.121   0.121    0.095    0.095
## 225      F4 =~  DGS_4   8.780 -0.151  -0.151   -0.115   -0.115
## 1317 DGS_70 ~~ DGS_71   8.773  0.173   0.173    0.104    0.104
## 468  DGS_15 ~~ DGS_22   8.756 -0.088  -0.088   -0.102   -0.102
## 852  DGS_10 ~~  DGS_6   8.743 -0.097  -0.097   -0.123   -0.123
## 625  DGS_32 ~~ DGS_49   8.714  0.102   0.102    0.105    0.105
## 1203 DGS_44 ~~ DGS_71   8.663 -0.127  -0.127   -0.106   -0.106
## 1074 DGS_29 ~~ DGS_46   8.580 -0.129  -0.129   -0.128   -0.128
## 679  DGS_33 ~~ DGS_21   8.556 -0.087  -0.087   -0.125   -0.125
## 512  DGS_17 ~~ DGS_56   8.514 -0.084  -0.084   -0.105   -0.105
## 547  DGS_19 ~~ DGS_22   8.507  0.100   0.100    0.098    0.098
## 1232 DGS_20 ~~ DGS_71   8.403 -0.158  -0.158   -0.099   -0.099
## 1264 DGS_48 ~~ DGS_39   8.381  0.134   0.134    0.110    0.110
## 510  DGS_17 ~~ DGS_33   8.352  0.066   0.066    0.105    0.105
## 435  DGS_12 ~~ DGS_26   8.332  0.071   0.071    0.103    0.103
## 333      F6 =~ DGS_20   8.332  0.182   0.182    0.109    0.109
## 950  DGS_57 ~~ DGS_72   8.275 -0.113  -0.113   -0.100   -0.100
## 962  DGS_57 ~~ DGS_28   8.269 -0.093  -0.093   -0.111   -0.111
## 1017 DGS_72 ~~  DGS_6   8.267 -0.145  -0.145   -0.106   -0.106
## 388   DGS_4 ~~ DGS_49   8.201 -0.116  -0.116   -0.098   -0.098
## 233      F4 =~ DGS_49   8.154 -0.137  -0.137   -0.095   -0.095
## 500  DGS_15 ~~ DGS_45   8.064  0.126   0.126    0.098    0.098
## 129      F1 =~ DGS_51   8.058  0.209   0.209    0.142    0.142
## 675  DGS_33 ~~ DGS_46   8.003  0.073   0.073    0.105    0.105
## 691  DGS_33 ~~ DGS_67   7.992  0.101   0.101    0.101    0.101
## 574  DGS_19 ~~ DGS_48   7.984  0.103   0.103    0.099    0.099
## 1083 DGS_29 ~~ DGS_35   7.967  0.129   0.129    0.111    0.111
## 565  DGS_19 ~~ DGS_51   7.916 -0.113  -0.113   -0.096   -0.096
## 1273 DGS_68 ~~ DGS_38   7.906  0.127   0.127    0.104    0.104
## 185      F2 =~ DGS_11   7.877 -0.167  -0.167   -0.093   -0.093
## 765  DGS_56 ~~ DGS_13   7.788  0.139   0.139    0.098    0.098
## 344      F7 =~ DGS_17   7.767 -0.098  -0.098   -0.085   -0.085
## 509  DGS_17 ~~ DGS_32   7.759  0.075   0.075    0.100    0.100
## 1064 DGS_27 ~~  DGS_6   7.676  0.116   0.116    0.107    0.107
## 433  DGS_12 ~~ DGS_75   7.661  0.077   0.077    0.096    0.096
## 405   DGS_4 ~~  DGS_1   7.656 -0.151  -0.151   -0.093   -0.093
## 1218 DGS_65 ~~ DGS_71   7.601  0.141   0.141    0.099    0.099
## 706  DGS_49 ~~ DGS_72   7.536 -0.125  -0.125   -0.095   -0.095
## 1050  DGS_9 ~~ DGS_13   7.518  0.155   0.155    0.096    0.096
## 1289  DGS_6 ~~ DGS_11   7.413 -0.139  -0.139   -0.113   -0.113
## 161      F2 =~ DGS_75   7.405 -0.123  -0.123   -0.096   -0.096
## 1089 DGS_29 ~~ DGS_45   7.320 -0.177  -0.177   -0.098   -0.098
## 243      F4 =~ DGS_72   7.280 -0.187  -0.187   -0.121   -0.121
## 201      F3 =~ DGS_41   7.270 -0.128  -0.128   -0.089   -0.089
## 1190 DGS_21 ~~ DGS_13   7.264  0.146   0.146    0.114    0.114
## 143      F1 =~ DGS_45   7.262  0.181   0.181    0.099    0.099
## 505  DGS_15 ~~ DGS_11   7.239 -0.097  -0.097   -0.105   -0.105
## 712  DGS_49 ~~ DGS_52   7.238  0.118   0.118    0.096    0.096
## 688  DGS_33 ~~ DGS_38   7.227 -0.085  -0.085   -0.094   -0.094
## 1270 DGS_48 ~~ DGS_11   7.178  0.150   0.150    0.117    0.117
## 259      F4 =~ DGS_67   7.169  0.134   0.134    0.082    0.082
## 1222 DGS_20 ~~ DGS_28   7.146 -0.145  -0.145   -0.113   -0.113
## 975  DGS_57 ~~ DGS_13   7.144  0.117   0.117    0.093    0.093
## 945  DGS_54 ~~ DGS_71   7.103 -0.114  -0.114   -0.090   -0.090
## 374      F7 =~  DGS_6   7.083 -0.138  -0.138   -0.088   -0.088
## 1120 DGS_51 ~~ DGS_44   7.075  0.123   0.123    0.096    0.096
## 250      F4 =~ DGS_20   7.047  0.131   0.131    0.079    0.079
## 1032  DGS_9 ~~  DGS_1   7.036  0.148   0.148    0.092    0.092
## 762  DGS_56 ~~ DGS_71   7.029  0.107   0.107    0.091    0.091
## 293      F5 =~ DGS_65   7.003  0.124   0.124    0.071    0.071
## 1103 DGS_46 ~~ DGS_28   6.981 -0.091  -0.091   -0.108   -0.108
## 163      F2 =~ DGS_27   6.980 -0.126  -0.126   -0.086   -0.086
## 209      F3 =~ DGS_65   6.924 -0.137  -0.137   -0.078   -0.078
## 1197 DGS_44 ~~  DGS_6   6.917 -0.112  -0.112   -0.103   -0.103
## 824  DGS_75 ~~ DGS_45   6.904 -0.142  -0.142   -0.090   -0.090
## 518  DGS_17 ~~ DGS_54   6.898  0.078   0.078    0.090    0.090
## 764  DGS_56 ~~ DGS_11   6.849  0.116   0.116    0.102    0.102
## 600  DGS_22 ~~ DGS_27   6.822  0.100   0.100    0.091    0.091
## 342      F7 =~ DGS_12   6.730 -0.089  -0.089   -0.084   -0.084
## 815  DGS_75 ~~ DGS_65   6.685  0.112   0.112    0.093    0.093
## 420   DGS_4 ~~ DGS_71   6.677 -0.116  -0.116   -0.087   -0.087
## 195      F3 =~ DGS_49   6.656  0.161   0.161    0.112    0.112
## 1070 DGS_27 ~~ DGS_71   6.618 -0.109  -0.109   -0.091   -0.091
## 530  DGS_17 ~~ DGS_44   6.617  0.077   0.077    0.095    0.095
## 731  DGS_49 ~~ DGS_13   6.616  0.133   0.133    0.090    0.090
## 837  DGS_10 ~~  DGS_9   6.596  0.083   0.083    0.100    0.100
## 153      F2 =~ DGS_17   6.581  0.096   0.096    0.083    0.083
## 591  DGS_22 ~~ DGS_75   6.562  0.093   0.093    0.086    0.086
## 705  DGS_49 ~~ DGS_69   6.548 -0.083  -0.083   -0.093   -0.093
## 1061 DGS_27 ~~ DGS_35   6.478 -0.103  -0.103   -0.098   -0.098
## 1185 DGS_21 ~~ DGS_67   6.392 -0.123  -0.123   -0.109   -0.109
## 711  DGS_49 ~~ DGS_51   6.341 -0.113  -0.113   -0.086   -0.086
## 324      F6 =~ DGS_27   6.185  0.130   0.130    0.089    0.089
## 676  DGS_33 ~~ DGS_51   6.184  0.085   0.085    0.086    0.086
## 1139 DGS_52 ~~ DGS_44   6.169 -0.112  -0.112   -0.093   -0.093
## 147      F1 =~  DGS_2   6.138 -0.142  -0.142   -0.085   -0.085
## 145      F1 =~ DGS_70   6.127 -0.150  -0.150   -0.089   -0.089
## 889  DGS_26 ~~  DGS_2   6.121  0.087   0.087    0.108    0.108
## 279      F5 =~ DGS_41   6.120 -0.096  -0.096   -0.067   -0.067
## 806  DGS_75 ~~  DGS_9   6.111 -0.096  -0.096   -0.086   -0.086
## 426  DGS_12 ~~ DGS_19   6.072  0.065   0.065    0.086    0.086
## 780  DGS_60 ~~  DGS_1   6.071  0.107   0.107    0.086    0.086
## 677  DGS_33 ~~ DGS_52   6.059 -0.083  -0.083   -0.089   -0.089
## 1271 DGS_48 ~~ DGS_13   6.051 -0.143  -0.143   -0.089   -0.089
## 387   DGS_4 ~~ DGS_33   5.989 -0.076  -0.076   -0.085   -0.085
## 798  DGS_60 ~~ DGS_13   5.955  0.107   0.107    0.086    0.086
## 354      F7 =~ DGS_26   5.927  0.095   0.095    0.075    0.075
## 389   DGS_4 ~~ DGS_56   5.912 -0.094  -0.094   -0.084   -0.084
## 923  DGS_54 ~~ DGS_72   5.897  0.114   0.114    0.082    0.082
## 1155 DGS_52 ~~ DGS_13   5.891 -0.147  -0.147   -0.087   -0.087
## 427  DGS_12 ~~ DGS_22   5.832  0.071   0.071    0.082    0.082
## 539  DGS_17 ~~ DGS_39   5.826 -0.080  -0.080   -0.092   -0.092
## 409   DGS_4 ~~ DGS_20   5.826  0.126   0.126    0.082    0.082
## 445  DGS_12 ~~ DGS_51   5.814  0.084   0.084    0.082    0.082
## 1311 DGS_45 ~~ DGS_13   5.782  0.189   0.189    0.083    0.083
## 1161  DGS_1 ~~ DGS_35   5.764 -0.130  -0.130   -0.089   -0.089
## 332      F6 =~ DGS_65   5.758  0.121   0.121    0.069    0.069
## 260      F4 =~ DGS_70   5.757  0.130   0.130    0.077    0.077
## 428  DGS_12 ~~ DGS_32   5.722 -0.064  -0.064   -0.084   -0.084
## 429  DGS_12 ~~ DGS_33   5.701  0.054   0.054    0.085    0.085
## 399   DGS_4 ~~  DGS_9   5.644 -0.104  -0.104   -0.081   -0.081
## 894  DGS_41 ~~ DGS_69   5.569 -0.083  -0.083   -0.091   -0.091
## 1267 DGS_48 ~~ DGS_70   5.522 -0.130  -0.130   -0.083   -0.083
## 1196 DGS_44 ~~ DGS_68   5.425  0.098   0.098    0.092    0.092
## 379      F7 =~ DGS_70   5.382  0.143   0.143    0.085    0.085
## 1294 DGS_38 ~~ DGS_70   5.367  0.134   0.134    0.082    0.082
## 473  DGS_15 ~~ DGS_60   5.358 -0.059  -0.059   -0.084   -0.084
## 417   DGS_4 ~~ DGS_45   5.345 -0.141  -0.141   -0.078   -0.078
## 456  DGS_12 ~~  DGS_6   5.340 -0.074  -0.074   -0.086   -0.086
## 549  DGS_19 ~~ DGS_33   5.294 -0.060  -0.060   -0.082   -0.082
## 351      F7 =~ DGS_60   5.288 -0.088  -0.088   -0.070   -0.070
## 301      F5 =~  DGS_2   5.278 -0.123  -0.123   -0.074   -0.074
## 981  DGS_69 ~~ DGS_51   5.277  0.089   0.089    0.082    0.082
## 1150 DGS_52 ~~ DGS_67   5.233 -0.125  -0.125   -0.083   -0.083
## 368      F7 =~ DGS_44   5.223 -0.111  -0.111   -0.074   -0.074
## 1261 DGS_48 ~~ DGS_68   5.175 -0.108  -0.108   -0.092   -0.092
## 1028  DGS_9 ~~ DGS_29   5.168 -0.114  -0.114   -0.089   -0.089
## 1127 DGS_51 ~~  DGS_6   5.154 -0.113  -0.113   -0.083   -0.083
## 1245 DGS_28 ~~ DGS_71   5.153  0.097   0.097    0.086    0.086
## 316      F6 =~ DGS_10   5.129 -0.075  -0.075   -0.056   -0.056
## 160      F2 =~ DGS_60   5.093 -0.092  -0.092   -0.073   -0.073
## 1144 DGS_52 ~~ DGS_48   5.075  0.108   0.108    0.081    0.081
## 757  DGS_56 ~~ DGS_38   5.061  0.090   0.090    0.078    0.078
## 287      F5 =~ DGS_46   5.057 -0.096  -0.096   -0.070   -0.070
## 1177 DGS_21 ~~ DGS_28   5.053  0.090   0.090    0.106    0.106
## 555  DGS_19 ~~ DGS_26   5.029 -0.064  -0.064   -0.080   -0.080
## 971  DGS_57 ~~ DGS_70   5.017 -0.097  -0.097   -0.078   -0.078
## 1166  DGS_1 ~~ DGS_39   5.005 -0.130  -0.130   -0.083   -0.083
## 1269 DGS_48 ~~  DGS_2   4.921  0.118   0.118    0.113    0.113
## 968  DGS_57 ~~ DGS_39   4.915  0.080   0.080    0.083    0.083
## 1231 DGS_20 ~~ DGS_70   4.895 -0.146  -0.146   -0.077   -0.077
## 472  DGS_15 ~~ DGS_56   4.886 -0.063  -0.063   -0.079   -0.079
## 568  DGS_19 ~~ DGS_21   4.882  0.077   0.077    0.092    0.092
## 1151 DGS_52 ~~ DGS_70   4.864 -0.132  -0.132   -0.078   -0.078
## 255      F4 =~  DGS_6   4.858 -0.100  -0.100   -0.064   -0.064
## 895  DGS_41 ~~ DGS_72   4.846  0.105   0.105    0.078    0.078
## 693  DGS_33 ~~ DGS_71   4.834 -0.070  -0.070   -0.076   -0.076
## 793  DGS_60 ~~ DGS_67   4.714  0.086   0.086    0.078    0.078
## 728  DGS_49 ~~ DGS_71   4.696  0.091   0.091    0.075    0.075
## 714  DGS_49 ~~ DGS_21   4.666  0.084   0.084    0.091    0.091
## 802  DGS_75 ~~ DGS_54   4.662 -0.078  -0.078   -0.073   -0.073
## 1098 DGS_46 ~~  DGS_1   4.634 -0.099  -0.099   -0.078   -0.078
## 727  DGS_49 ~~ DGS_70   4.632 -0.109  -0.109   -0.075   -0.075
## 1262 DGS_48 ~~  DGS_6   4.611  0.097   0.097    0.081    0.081
## 791  DGS_60 ~~ DGS_39   4.608 -0.078  -0.078   -0.081   -0.081
## 465  DGS_12 ~~ DGS_13   4.607 -0.086  -0.086   -0.075   -0.075
## 1108 DGS_46 ~~ DGS_38   4.599 -0.081  -0.081   -0.078   -0.078
## 1202 DGS_44 ~~ DGS_70   4.581  0.112   0.112    0.078    0.078
## 940  DGS_54 ~~ DGS_38   4.548 -0.090  -0.090   -0.072   -0.072
## 198      F3 =~ DGS_75   4.547 -0.126  -0.126   -0.099   -0.099
## 628  DGS_32 ~~ DGS_75   4.536 -0.070  -0.070   -0.074   -0.074
## 615  DGS_22 ~~ DGS_38   4.506 -0.089  -0.089   -0.071   -0.071
## 1198 DGS_44 ~~ DGS_38   4.500 -0.091  -0.091   -0.077   -0.077
## 1003 DGS_72 ~~ DGS_27   4.497 -0.098  -0.098   -0.075   -0.075
## 1182 DGS_21 ~~ DGS_38   4.496  0.092   0.092    0.089    0.089
## 283      F5 =~ DGS_72   4.479 -0.097  -0.097   -0.063   -0.063
## 754  DGS_56 ~~ DGS_48   4.429  0.082   0.082    0.074    0.074
## 616  DGS_22 ~~ DGS_39   4.426  0.091   0.091    0.077    0.077
## 1212 DGS_65 ~~  DGS_6   4.423  0.106   0.106    0.082    0.082
## 603  DGS_22 ~~ DGS_51   4.403 -0.095  -0.095   -0.070   -0.070
## 1086 DGS_29 ~~  DGS_6   4.399  0.100   0.100    0.083    0.083
## 1001 DGS_69 ~~ DGS_13   4.314  0.093   0.093    0.076    0.076
## 993  DGS_69 ~~ DGS_38   4.312 -0.075  -0.075   -0.075   -0.075
## 270      F5 =~ DGS_22   4.308 -0.089  -0.089   -0.073   -0.073
## 1065 DGS_27 ~~ DGS_38   4.301 -0.087  -0.087   -0.074   -0.074
## 327      F6 =~ DGS_51   4.257 -0.124  -0.124   -0.084   -0.084
## 848  DGS_10 ~~ DGS_28   4.229  0.062   0.062    0.089    0.089
## 1282  DGS_6 ~~ DGS_38   4.228  0.101   0.101    0.081    0.081
## 535  DGS_17 ~~ DGS_48   4.220 -0.065  -0.065   -0.073   -0.073
## 543  DGS_17 ~~ DGS_71   4.205 -0.067  -0.067   -0.071   -0.071
## 1133 DGS_51 ~~ DGS_71   4.188  0.103   0.103    0.069    0.069
## 495  DGS_15 ~~ DGS_48   4.164 -0.065  -0.065   -0.072   -0.072
## 1035  DGS_9 ~~ DGS_65   4.155 -0.102  -0.102   -0.075   -0.075
## 1259 DGS_35 ~~ DGS_11   4.133 -0.100  -0.100   -0.085   -0.085
## 891  DGS_26 ~~ DGS_13   4.091 -0.090  -0.090   -0.073   -0.073
## 442  DGS_12 ~~ DGS_27   4.090  0.059   0.059    0.072    0.072
## 452  DGS_12 ~~ DGS_28   4.020 -0.059  -0.059   -0.077   -0.077
## 1134 DGS_51 ~~  DGS_2   3.984  0.098   0.098    0.083    0.083
## 743  DGS_56 ~~ DGS_29   3.940  0.082   0.082    0.073    0.073
## 1036  DGS_9 ~~ DGS_20   3.939 -0.105  -0.105   -0.069   -0.069
## 1113 DGS_46 ~~ DGS_71   3.921 -0.075  -0.075   -0.072   -0.072
## 338      F6 =~  DGS_2   3.900 -0.117  -0.117   -0.070   -0.070
## 681  DGS_33 ~~ DGS_65   3.888 -0.069  -0.069   -0.073   -0.073
## 795  DGS_60 ~~ DGS_71   3.887 -0.070  -0.070   -0.068   -0.068
## 382   DGS_4 ~~ DGS_15   3.862 -0.062  -0.062   -0.068   -0.068
## 1221 DGS_65 ~~ DGS_13   3.853  0.124   0.124    0.072    0.072
## 306      F6 =~ DGS_15   3.847 -0.071  -0.071   -0.063   -0.063
## 268      F5 =~ DGS_17   3.824 -0.065  -0.065   -0.056   -0.056
## 1225 DGS_20 ~~ DGS_68   3.820 -0.111  -0.111   -0.079   -0.079
## 1101 DGS_46 ~~ DGS_65   3.819 -0.081  -0.081   -0.075   -0.075
## 215      F3 =~  DGS_6   3.813  0.112   0.112    0.071    0.071
## 635  DGS_32 ~~ DGS_72   3.793 -0.081  -0.081   -0.067   -0.067
## 804  DGS_75 ~~ DGS_69   3.791 -0.060  -0.060   -0.070   -0.070
## 401   DGS_4 ~~ DGS_29   3.790 -0.090  -0.090   -0.070   -0.070
## 1115 DGS_46 ~~ DGS_11   3.779 -0.081  -0.081   -0.080   -0.080
## 419   DGS_4 ~~ DGS_70   3.775 -0.106  -0.106   -0.066   -0.066
## 747  DGS_56 ~~  DGS_1   3.761  0.095   0.095    0.067    0.067
## 1110 DGS_46 ~~ DGS_45   3.754  0.100   0.100    0.071    0.071
## 503  DGS_15 ~~ DGS_71   3.751 -0.064  -0.064   -0.067   -0.067
## 1213 DGS_65 ~~ DGS_38   3.737  0.098   0.098    0.070    0.070
## 422   DGS_4 ~~ DGS_11   3.735 -0.096  -0.096   -0.073   -0.073
## 295      F5 =~ DGS_38   3.688 -0.101  -0.101   -0.075   -0.075
## 400   DGS_4 ~~ DGS_27   3.672  0.078   0.078    0.067    0.067
## 236      F4 =~ DGS_75   3.628 -0.086  -0.086   -0.068   -0.068
## 1158  DGS_1 ~~ DGS_65   3.610  0.125   0.125    0.072    0.072
## 589  DGS_22 ~~ DGS_56   3.593 -0.069  -0.069   -0.065   -0.065
## 1014 DGS_72 ~~ DGS_35   3.580 -0.092  -0.092   -0.070   -0.070
## 1297 DGS_38 ~~ DGS_11   3.562  0.097   0.097    0.072    0.072
## 730  DGS_49 ~~ DGS_11   3.529  0.086   0.086    0.073    0.073
## 939  DGS_54 ~~  DGS_6   3.526 -0.079  -0.079   -0.069   -0.069
## 498  DGS_15 ~~ DGS_38   3.524 -0.061  -0.061   -0.065   -0.065
## 649  DGS_32 ~~ DGS_48   3.521  0.069   0.069    0.066    0.066
## 557  DGS_19 ~~ DGS_54   3.500 -0.064  -0.064   -0.063   -0.063
## 944  DGS_54 ~~ DGS_70   3.480  0.097   0.097    0.063    0.063
## 771  DGS_60 ~~ DGS_57   3.449  0.050   0.050    0.065    0.065
## 789  DGS_60 ~~  DGS_6   3.432  0.065   0.065    0.070    0.070
## 592  DGS_22 ~~ DGS_10   3.419 -0.056  -0.056   -0.069   -0.069
## 1217 DGS_65 ~~ DGS_70   3.405 -0.115  -0.115   -0.067   -0.067
## 197      F3 =~ DGS_60   3.393  0.098   0.098    0.078    0.078
## 1079 DGS_29 ~~ DGS_44   3.389 -0.082  -0.082   -0.071   -0.071
## 1186 DGS_21 ~~ DGS_70   3.359 -0.097  -0.097   -0.077   -0.077
## 156      F2 =~ DGS_32   3.349 -0.079  -0.079   -0.062   -0.062
## 1084 DGS_29 ~~ DGS_48   3.337  0.086   0.086    0.068    0.068
## 583  DGS_19 ~~  DGS_2   3.320 -0.067  -0.067   -0.076   -0.076
## 897  DGS_41 ~~ DGS_27   3.314 -0.071  -0.071   -0.066   -0.066
## 683  DGS_33 ~~ DGS_28   3.297 -0.053  -0.053   -0.071   -0.071
## 464  DGS_12 ~~ DGS_11   3.289 -0.064  -0.064   -0.070   -0.070
## 990  DGS_69 ~~ DGS_48   3.289 -0.064  -0.064   -0.067   -0.067
## 653  DGS_32 ~~ DGS_39   3.275  0.070   0.070    0.068    0.068
## 807  DGS_75 ~~ DGS_27   3.258 -0.065  -0.065   -0.064   -0.064
## 522  DGS_17 ~~  DGS_9   3.252  0.058   0.058    0.064    0.064
## 665  DGS_33 ~~ DGS_10   3.237  0.041   0.041    0.070    0.070
## 311      F6 =~ DGS_33   3.231 -0.064  -0.064   -0.056   -0.056
## 443  DGS_12 ~~ DGS_29   3.224 -0.060  -0.060   -0.065   -0.065
## 828  DGS_75 ~~  DGS_2   3.222 -0.070  -0.070   -0.075   -0.075
## 566  DGS_19 ~~ DGS_52   3.209  0.071   0.071    0.063    0.063
## 1118 DGS_51 ~~  DGS_1   3.197  0.109   0.109    0.061    0.061
## 339      F6 =~ DGS_11   3.193 -0.110  -0.110   -0.061   -0.061
## 501  DGS_15 ~~ DGS_67   3.163  0.065   0.065    0.063    0.063
## 863  DGS_26 ~~ DGS_54   3.162  0.059   0.059    0.064    0.064
## 1059 DGS_27 ~~ DGS_20   3.150  0.087   0.087    0.064    0.064
## 644  DGS_32 ~~ DGS_44   3.147 -0.062  -0.062   -0.065   -0.065
## 1128 DGS_51 ~~ DGS_38   3.137  0.088   0.088    0.060    0.060
## 1210 DGS_65 ~~ DGS_48   3.098  0.087   0.087    0.065    0.065
## 921  DGS_54 ~~ DGS_57   3.093 -0.057  -0.057   -0.061   -0.061
## 965  DGS_57 ~~ DGS_68   3.085  0.061   0.061    0.066    0.066
## 772  DGS_60 ~~ DGS_69   3.076  0.048   0.048    0.064    0.064
## 787  DGS_60 ~~ DGS_48   3.072 -0.061  -0.061   -0.062   -0.062
## 440  DGS_12 ~~ DGS_72   3.061 -0.062  -0.062   -0.060   -0.060
## 637  DGS_32 ~~ DGS_27   3.059  0.060   0.060    0.063    0.063
## 619  DGS_22 ~~ DGS_70   3.057 -0.090  -0.090   -0.059   -0.059
## 841  DGS_10 ~~ DGS_51   3.052  0.062   0.062    0.066    0.066
## 174      F2 =~ DGS_35   3.047  0.071   0.071    0.044    0.044
## 858  DGS_10 ~~ DGS_71   3.039  0.058   0.058    0.066    0.066
## 890  DGS_26 ~~ DGS_11   3.027  0.069   0.069    0.069    0.069
## 958  DGS_57 ~~ DGS_21   3.025 -0.058  -0.058   -0.074   -0.074
## 813  DGS_75 ~~ DGS_21   3.023 -0.064  -0.064   -0.073   -0.073
## 839  DGS_10 ~~ DGS_29   2.992 -0.059  -0.059   -0.071   -0.071
## 735  DGS_56 ~~ DGS_26   2.978  0.053   0.053    0.062    0.062
## 424  DGS_12 ~~ DGS_15   2.943  0.039   0.039    0.061    0.061
## 1053 DGS_27 ~~ DGS_51   2.941 -0.080  -0.080   -0.062   -0.062
## 1268 DGS_48 ~~ DGS_71   2.937  0.078   0.078    0.060    0.060
## 205      F3 =~ DGS_72   2.928 -0.096  -0.096   -0.062   -0.062
## 231      F4 =~ DGS_32   2.922 -0.074  -0.074   -0.058   -0.058
## 229      F4 =~ DGS_19   2.918 -0.073  -0.073   -0.060   -0.060
## 1051 DGS_27 ~~ DGS_29   2.910 -0.082  -0.082   -0.071   -0.071
## 1105 DGS_46 ~~ DGS_48   2.905 -0.063  -0.063   -0.063   -0.063
## 271      F5 =~ DGS_32   2.901  0.066   0.066    0.052    0.052
## 477  DGS_15 ~~ DGS_41   2.888  0.051   0.051    0.060    0.060
## 567  DGS_19 ~~  DGS_1   2.885 -0.078  -0.078   -0.058   -0.058
## 1106 DGS_46 ~~ DGS_68   2.868  0.063   0.063    0.067    0.067
## 212      F3 =~ DGS_35   2.866  0.084   0.084    0.052    0.052
## 1187 DGS_21 ~~ DGS_71   2.859  0.074   0.074    0.070    0.070
## 1304 DGS_39 ~~ DGS_11   2.817  0.088   0.088    0.071    0.071
## 995  DGS_69 ~~ DGS_45   2.802  0.082   0.082    0.060    0.060
## 1278 DGS_68 ~~ DGS_71   2.802  0.076   0.076    0.062    0.062
## 1016 DGS_72 ~~ DGS_68   2.789  0.083   0.083    0.062    0.062
## 466  DGS_15 ~~ DGS_17   2.783  0.039   0.039    0.060    0.060
## 931  DGS_54 ~~ DGS_21   2.781 -0.066  -0.066   -0.069   -0.069
## 609  DGS_22 ~~ DGS_20   2.764  0.082   0.082    0.056    0.056
## 1318 DGS_70 ~~  DGS_2   2.751  0.093   0.093    0.070    0.070
## 369      F7 =~ DGS_65   2.750  0.095   0.095    0.054    0.054
## 237      F4 =~ DGS_10   2.745 -0.080  -0.080   -0.060   -0.060
## 125      F1 =~  DGS_9   2.736 -0.113  -0.113   -0.077   -0.077
## 916  DGS_41 ~~ DGS_70   2.725  0.086   0.086    0.058    0.058
## 1009 DGS_72 ~~ DGS_21   2.723 -0.079  -0.079   -0.069   -0.069
## 408   DGS_4 ~~ DGS_65   2.711  0.081   0.081    0.059    0.059
## 904  DGS_41 ~~ DGS_44   2.692 -0.065  -0.065   -0.061   -0.061
## 560  DGS_19 ~~ DGS_72   2.659 -0.067  -0.067   -0.056   -0.056
## 292      F5 =~ DGS_44   2.651 -0.065  -0.065   -0.043   -0.043
## 982  DGS_69 ~~ DGS_52   2.642 -0.062  -0.062   -0.060   -0.060
## 575  DGS_19 ~~ DGS_68   2.637 -0.059  -0.059   -0.060   -0.060
## 1309 DGS_45 ~~  DGS_2   2.634  0.101   0.101    0.068    0.068
## 670  DGS_33 ~~ DGS_69   2.602  0.040   0.040    0.059    0.059
## 633  DGS_32 ~~ DGS_57   2.586  0.046   0.046    0.056    0.056
## 1302 DGS_39 ~~ DGS_71   2.582 -0.082  -0.082   -0.064   -0.064
## 988  DGS_69 ~~ DGS_28   2.568 -0.053  -0.053   -0.065   -0.065
## 770  DGS_60 ~~ DGS_54   2.566  0.052   0.052    0.055    0.055
## 553  DGS_19 ~~ DGS_75   2.493  0.051   0.051    0.054    0.054
## 1228 DGS_20 ~~ DGS_39   2.485  0.087   0.087    0.059    0.059
## 423   DGS_4 ~~ DGS_13   2.469 -0.087  -0.087   -0.054   -0.054
## 1247 DGS_28 ~~ DGS_11   2.449  0.074   0.074    0.068    0.068
## 1024 DGS_72 ~~  DGS_2   2.446  0.078   0.078    0.065    0.065
## 977  DGS_69 ~~  DGS_9   2.440 -0.055  -0.055   -0.057   -0.057
## 1280 DGS_68 ~~ DGS_11   2.419  0.078   0.078    0.065    0.065
## 1322 DGS_71 ~~ DGS_11   2.417  0.080   0.080    0.059    0.059
## 1248 DGS_28 ~~ DGS_13   2.415 -0.082  -0.082   -0.060   -0.060
## 581  DGS_19 ~~ DGS_70   2.411 -0.071  -0.071   -0.053   -0.053
## 119      F1 =~ DGS_26   2.406 -0.064  -0.064   -0.050   -0.050
## 1308 DGS_45 ~~ DGS_71   2.403 -0.101  -0.101   -0.054   -0.054
## 1260 DGS_35 ~~ DGS_13   2.398  0.085   0.085    0.058    0.058
## 884  DGS_26 ~~ DGS_39   2.394 -0.056  -0.056   -0.060   -0.060
## 1066 DGS_27 ~~ DGS_39   2.389  0.067   0.067    0.060    0.060
## 842  DGS_10 ~~ DGS_52   2.382 -0.054  -0.054   -0.061   -0.061
## 1029  DGS_9 ~~ DGS_46   2.371  0.061   0.061    0.061    0.061
## 393   DGS_4 ~~ DGS_26   2.361 -0.053  -0.053   -0.054   -0.054
## 444  DGS_12 ~~ DGS_46   2.346  0.040   0.040    0.056    0.056
## 168      F2 =~  DGS_1   2.342 -0.118  -0.118   -0.070   -0.070
## 672  DGS_33 ~~  DGS_9   2.325  0.048   0.048    0.054    0.054
## 577  DGS_19 ~~ DGS_38   2.321 -0.057  -0.057   -0.052   -0.052
## 142      F1 =~ DGS_39   2.315  0.081   0.081    0.050    0.050
## 640  DGS_32 ~~ DGS_51   2.315 -0.062  -0.062   -0.052   -0.052
## 1235 DGS_20 ~~ DGS_13   2.314  0.102   0.102    0.053    0.053
## 241      F4 =~ DGS_57   2.298  0.073   0.073    0.065    0.065
## 520  DGS_17 ~~ DGS_69   2.295  0.038   0.038    0.055    0.055
## 363      F7 =~ DGS_46   2.295 -0.064  -0.064   -0.046   -0.046
## 821  DGS_75 ~~  DGS_6   2.277  0.059   0.059    0.056    0.056
## 1266 DGS_48 ~~ DGS_67   2.276 -0.077  -0.077   -0.054   -0.054
## 601  DGS_22 ~~ DGS_29   2.259 -0.066  -0.066   -0.054   -0.054
## 437  DGS_12 ~~ DGS_54   2.256  0.044   0.044    0.051    0.051
## 673  DGS_33 ~~ DGS_27   2.232 -0.043  -0.043   -0.054   -0.054
## 506  DGS_15 ~~ DGS_13   2.224  0.060   0.060    0.052    0.052
## 1171  DGS_1 ~~  DGS_2   2.206  0.083   0.083    0.062    0.062
## 917  DGS_41 ~~ DGS_71   2.201  0.064   0.064    0.052    0.052
## 695  DGS_33 ~~ DGS_11   2.197 -0.052  -0.052   -0.058   -0.058
## 623  DGS_22 ~~ DGS_13   2.196 -0.078  -0.078   -0.050   -0.050
## 1321 DGS_71 ~~  DGS_2   2.196  0.068   0.068    0.062    0.062
## 298      F5 =~ DGS_67   2.170 -0.089  -0.089   -0.055   -0.055
## 685  DGS_33 ~~ DGS_48   2.165 -0.046  -0.046   -0.052   -0.052
## 1229 DGS_20 ~~ DGS_45   2.157 -0.108  -0.108   -0.051   -0.051
## 809  DGS_75 ~~ DGS_46   2.151  0.047   0.047    0.053    0.053
## 598  DGS_22 ~~ DGS_72   2.132 -0.068  -0.068   -0.049   -0.049
## 721  DGS_49 ~~ DGS_68   2.115 -0.059  -0.059   -0.055   -0.055
## 796  DGS_60 ~~  DGS_2   2.113 -0.051  -0.051   -0.062   -0.062
## 1054 DGS_27 ~~ DGS_52   2.098  0.069   0.069    0.057    0.057
## 590  DGS_22 ~~ DGS_60   2.080  0.047   0.047    0.050    0.050
## 1256 DGS_35 ~~ DGS_70   2.080 -0.078  -0.078   -0.054   -0.054
## 833  DGS_10 ~~ DGS_54   2.068  0.045   0.045    0.057    0.057
## 1315 DGS_67 ~~ DGS_11   2.056 -0.083  -0.083   -0.057   -0.057
## 366      F7 =~  DGS_1   2.045  0.088   0.088    0.052    0.052
## 507  DGS_17 ~~ DGS_19   2.036 -0.038  -0.038   -0.051   -0.051
## 974  DGS_57 ~~ DGS_11   1.988 -0.055  -0.055   -0.055   -0.055
## 611  DGS_22 ~~ DGS_35   1.979 -0.056  -0.056   -0.051   -0.051
## 808  DGS_75 ~~ DGS_29   1.970 -0.057  -0.057   -0.051   -0.051
## 421   DGS_4 ~~  DGS_2   1.967  0.062   0.062    0.058    0.058
## 370      F7 =~ DGS_20   1.962 -0.077  -0.077   -0.046   -0.046
## 1173  DGS_1 ~~ DGS_13   1.955  0.099   0.099    0.048    0.048
## 788  DGS_60 ~~ DGS_68   1.950  0.048   0.048    0.053    0.053
## 588  DGS_22 ~~ DGS_49   1.947 -0.053  -0.053   -0.048   -0.048
## 984  DGS_69 ~~ DGS_21   1.947  0.048   0.048    0.062    0.062
## 664  DGS_33 ~~ DGS_75   1.946  0.039   0.039    0.049    0.049
## 1137 DGS_52 ~~  DGS_1   1.943 -0.083  -0.083   -0.049   -0.049
## 1143 DGS_52 ~~ DGS_35   1.941  0.065   0.065    0.053    0.053
## 797  DGS_60 ~~ DGS_11   1.940 -0.055  -0.055   -0.054   -0.054
## 1164  DGS_1 ~~  DGS_6   1.925 -0.078  -0.078   -0.051   -0.051
## 1239 DGS_28 ~~  DGS_6   1.921 -0.058  -0.058   -0.058   -0.058
## 859  DGS_10 ~~  DGS_2   1.918 -0.046  -0.046   -0.066   -0.066
## 564  DGS_19 ~~ DGS_46   1.913 -0.042  -0.042   -0.050   -0.050
## 898  DGS_41 ~~ DGS_29   1.913 -0.061  -0.061   -0.051   -0.051
## 1033  DGS_9 ~~ DGS_21   1.906  0.059   0.059    0.059    0.059
## 138      F1 =~ DGS_48   1.905 -0.068  -0.068   -0.045   -0.045
## 659  DGS_32 ~~ DGS_11   1.895  0.058   0.058    0.053    0.053
## 486  DGS_15 ~~ DGS_51   1.895  0.048   0.048    0.047    0.047
## 774  DGS_60 ~~  DGS_9   1.894  0.048   0.048    0.049    0.049
## 1147 DGS_52 ~~ DGS_38   1.888 -0.067  -0.067   -0.048   -0.048
## 892  DGS_41 ~~ DGS_54   1.886 -0.054  -0.054   -0.048   -0.048
## 875  DGS_26 ~~ DGS_44   1.878  0.045   0.045    0.052    0.052
## 545  DGS_17 ~~ DGS_11   1.874 -0.049  -0.049   -0.053   -0.053
## 752  DGS_56 ~~ DGS_28   1.858  0.050   0.050    0.053    0.053
## 658  DGS_32 ~~  DGS_2   1.837  0.050   0.050    0.057    0.057
## 634  DGS_32 ~~ DGS_69   1.817 -0.040  -0.040   -0.049   -0.049
## 597  DGS_22 ~~ DGS_69   1.796  0.044   0.044    0.047    0.047
## 989  DGS_69 ~~ DGS_35   1.790  0.046   0.046    0.052    0.052
## 1323 DGS_71 ~~ DGS_13   1.786 -0.078  -0.078   -0.046   -0.046
## 137      F1 =~ DGS_35   1.771  0.061   0.061    0.038    0.038
## 1114 DGS_46 ~~  DGS_2   1.771 -0.050  -0.050   -0.060   -0.060
## 742  DGS_56 ~~ DGS_27   1.751 -0.048  -0.048   -0.048   -0.048
## 540  DGS_17 ~~ DGS_45   1.732  0.058   0.058    0.046    0.046
## 380      F7 =~ DGS_71   1.730  0.066   0.066    0.049    0.049
## 334      F6 =~ DGS_28   1.716 -0.069  -0.069   -0.043   -0.043
## 1123 DGS_51 ~~ DGS_28   1.713 -0.060  -0.060   -0.050   -0.050
## 1250 DGS_35 ~~ DGS_68   1.711 -0.070  -0.070   -0.065   -0.065
## 1063 DGS_27 ~~ DGS_68   1.690 -0.054  -0.054   -0.050   -0.050
## 733  DGS_56 ~~ DGS_75   1.681  0.045   0.045    0.046    0.046
## 329      F6 =~  DGS_1   1.656 -0.071  -0.071   -0.042   -0.042
## 781  DGS_60 ~~ DGS_21   1.644  0.043   0.043    0.055    0.055
## 748  DGS_56 ~~ DGS_21   1.643  0.048   0.048    0.054    0.054
## 451  DGS_12 ~~ DGS_20   1.641  0.048   0.048    0.044    0.044
## 930  DGS_54 ~~  DGS_1   1.634 -0.066  -0.066   -0.043   -0.043
## 829  DGS_75 ~~ DGS_11   1.625  0.056   0.056    0.049    0.049
## 516  DGS_17 ~~ DGS_26   1.624 -0.032  -0.032   -0.046   -0.046
## 739  DGS_56 ~~ DGS_69   1.610 -0.039  -0.039   -0.046   -0.046
## 1068 DGS_27 ~~ DGS_67   1.595  0.060   0.060    0.046    0.046
## 960  DGS_57 ~~ DGS_65   1.594 -0.049  -0.049   -0.046   -0.046
## 1112 DGS_46 ~~ DGS_70   1.592 -0.058  -0.058   -0.046   -0.046
## 646  DGS_32 ~~ DGS_20   1.588 -0.056  -0.056   -0.044   -0.044
## 655  DGS_32 ~~ DGS_67   1.585 -0.053  -0.053   -0.045   -0.045
## 604  DGS_22 ~~ DGS_52   1.569 -0.056  -0.056   -0.043   -0.043
## 642  DGS_32 ~~  DGS_1   1.569  0.058   0.058    0.043    0.043
## 1167  DGS_1 ~~ DGS_45   1.569  0.097   0.097    0.043    0.043
## 1088 DGS_29 ~~ DGS_39   1.557  0.061   0.061    0.050    0.050
## 902  DGS_41 ~~  DGS_1   1.556 -0.065  -0.065   -0.043   -0.043
## 900  DGS_41 ~~ DGS_51   1.529  0.057   0.057    0.043    0.043
## 1272 DGS_68 ~~  DGS_6   1.521 -0.056  -0.056   -0.050   -0.050
## 825  DGS_75 ~~ DGS_67   1.520 -0.055  -0.055   -0.043   -0.043
## 718  DGS_49 ~~ DGS_28   1.507  0.047   0.047    0.047    0.047
## 1279 DGS_68 ~~  DGS_2   1.497 -0.055  -0.055   -0.056   -0.056
## 1281 DGS_68 ~~ DGS_13   1.496  0.069   0.069    0.046    0.046
## 998  DGS_69 ~~ DGS_71   1.495 -0.044  -0.044   -0.044   -0.044
## 291      F5 =~ DGS_21   1.493  0.053   0.053    0.031    0.031
## 926  DGS_54 ~~ DGS_29   1.491  0.053   0.053    0.044    0.044
## 928  DGS_54 ~~ DGS_51   1.474  0.055   0.055    0.041    0.041
## 527  DGS_17 ~~ DGS_52   1.472 -0.042  -0.042   -0.044   -0.044
## 935  DGS_54 ~~ DGS_28   1.466  0.047   0.047    0.046    0.046
## 1010 DGS_72 ~~ DGS_44   1.461  0.057   0.057    0.044    0.044
## 761  DGS_56 ~~ DGS_70   1.459 -0.059  -0.059   -0.042   -0.042
## 753  DGS_56 ~~ DGS_35   1.453  0.046   0.046    0.045    0.045
## 751  DGS_56 ~~ DGS_20   1.448 -0.056  -0.056   -0.042   -0.042
## 719  DGS_49 ~~ DGS_35   1.445  0.048   0.048    0.045    0.045
## 964  DGS_57 ~~ DGS_48   1.442  0.041   0.041    0.042    0.042
## 217      F3 =~ DGS_39   1.436 -0.071  -0.071   -0.044   -0.044
## 463  DGS_12 ~~  DGS_2   1.432  0.038   0.038    0.050    0.050
## 1057 DGS_27 ~~ DGS_44   1.421 -0.047  -0.047   -0.045   -0.045
## 1193 DGS_44 ~~ DGS_28   1.416 -0.047  -0.047   -0.048   -0.048
## 994  DGS_69 ~~ DGS_39   1.408 -0.044  -0.044   -0.047   -0.047
## 580  DGS_19 ~~ DGS_67   1.403 -0.049  -0.049   -0.042   -0.042
## 919  DGS_41 ~~ DGS_11   1.400  0.056   0.056    0.046    0.046
## 885  DGS_26 ~~ DGS_45   1.385  0.057   0.057    0.042    0.042
## 811  DGS_75 ~~ DGS_52   1.374  0.049   0.049    0.041    0.041
## 1234 DGS_20 ~~ DGS_11   1.369 -0.070  -0.070   -0.045   -0.045
## 613  DGS_22 ~~ DGS_68   1.366 -0.048  -0.048   -0.043   -0.043
## 667  DGS_33 ~~ DGS_41   1.364  0.034   0.034    0.042    0.042
## 261      F4 =~ DGS_71   1.348 -0.052  -0.052   -0.038   -0.038
## 785  DGS_60 ~~ DGS_28   1.344 -0.037  -0.037   -0.045   -0.045
## 1292 DGS_38 ~~ DGS_45   1.337 -0.075  -0.075   -0.040   -0.040
## 357      F7 =~ DGS_57   1.323  0.044   0.044    0.038    0.038
## 1240 DGS_28 ~~ DGS_38   1.321  0.049   0.049    0.044    0.044
## 618  DGS_22 ~~ DGS_67   1.317  0.054   0.054    0.040    0.040
## 394   DGS_4 ~~ DGS_41   1.314 -0.047  -0.047   -0.039   -0.039
## 450  DGS_12 ~~ DGS_65   1.314 -0.040  -0.040   -0.042   -0.042
## 1192 DGS_44 ~~ DGS_20   1.309  0.057   0.057    0.042    0.042
## 911  DGS_41 ~~  DGS_6   1.277 -0.048  -0.048   -0.043   -0.043
## 814  DGS_75 ~~ DGS_44   1.272 -0.041  -0.041   -0.041   -0.041
## 599  DGS_22 ~~  DGS_9   1.270 -0.047  -0.047   -0.038   -0.038
## 912  DGS_41 ~~ DGS_38   1.267  0.048   0.048    0.039    0.039
## 766  DGS_60 ~~ DGS_75   1.253 -0.034  -0.034   -0.040   -0.040
## 1131 DGS_51 ~~ DGS_67   1.251 -0.063  -0.063   -0.039   -0.039
## 200      F3 =~ DGS_26   1.227 -0.044  -0.044   -0.035   -0.035
## 222      F3 =~  DGS_2   1.220 -0.064  -0.064   -0.038   -0.038
## 877  DGS_26 ~~ DGS_20   1.215 -0.046  -0.046   -0.039   -0.039
## 874  DGS_26 ~~ DGS_21   1.202 -0.037  -0.037   -0.048   -0.048
## 847  DGS_10 ~~ DGS_20   1.200 -0.042  -0.042   -0.042   -0.042
## 538  DGS_17 ~~ DGS_38   1.196 -0.035  -0.035   -0.038   -0.038
## 901  DGS_41 ~~ DGS_52   1.194 -0.049  -0.049   -0.039   -0.039
## 624  DGS_32 ~~ DGS_33   1.191 -0.029  -0.029   -0.039   -0.039
## 207      F3 =~ DGS_21   1.189 -0.054  -0.054   -0.031   -0.031
## 328      F6 =~ DGS_52   1.187  0.066   0.066    0.040    0.040
## 532  DGS_17 ~~ DGS_20   1.186  0.041   0.041    0.038    0.038
## 276      F5 =~ DGS_75   1.180  0.044   0.044    0.034    0.034
## 871  DGS_26 ~~ DGS_51   1.177  0.042   0.042    0.038    0.038
## 587  DGS_22 ~~ DGS_33   1.175 -0.032  -0.032   -0.037   -0.037
## 386   DGS_4 ~~ DGS_32   1.169  0.040   0.040    0.037    0.037
## 1094 DGS_29 ~~ DGS_11   1.166  0.057   0.057    0.044    0.044
## 1230 DGS_20 ~~ DGS_67   1.148  0.065   0.065    0.038    0.038
## 406   DGS_4 ~~ DGS_21   1.147 -0.045  -0.045   -0.044   -0.044
## 476  DGS_15 ~~ DGS_26   1.144  0.027   0.027    0.038    0.038
## 139      F1 =~ DGS_68   1.138 -0.050  -0.050   -0.030   -0.030
## 1180 DGS_21 ~~ DGS_68   1.130 -0.045  -0.045   -0.048   -0.048
## 723  DGS_49 ~~ DGS_38   1.128  0.044   0.044    0.037    0.037
## 736  DGS_56 ~~ DGS_41   1.114 -0.039  -0.039   -0.037   -0.037
## 1258 DGS_35 ~~  DGS_2   1.111  0.046   0.046    0.048    0.048
## 927  DGS_54 ~~ DGS_46   1.109  0.036   0.036    0.038    0.038
## 657  DGS_32 ~~ DGS_71   1.104 -0.040  -0.040   -0.036   -0.036
## 866  DGS_26 ~~ DGS_72   1.097 -0.042  -0.042   -0.038   -0.038
## 1255 DGS_35 ~~ DGS_67   1.096 -0.052  -0.052   -0.040   -0.040
## 593  DGS_22 ~~ DGS_26   1.090 -0.034  -0.034   -0.036   -0.036
## 687  DGS_33 ~~  DGS_6   1.078 -0.033  -0.033   -0.039   -0.039
## 952  DGS_57 ~~ DGS_27   1.074  0.033   0.033    0.037    0.037
## 188      F3 =~ DGS_12   1.062  0.049   0.049    0.047    0.047
## 502  DGS_15 ~~ DGS_70   1.058  0.041   0.041    0.036    0.036
## 1081 DGS_29 ~~ DGS_20   1.054  0.057   0.057    0.038    0.038
## 411   DGS_4 ~~ DGS_35   1.054 -0.044  -0.044   -0.037   -0.037
## 1211 DGS_65 ~~ DGS_68   1.051 -0.051  -0.051   -0.040   -0.040
## 438  DGS_12 ~~ DGS_57   1.047  0.025   0.025    0.035    0.035
## 713  DGS_49 ~~  DGS_1   1.032 -0.052  -0.052   -0.035   -0.035
## 1099 DGS_46 ~~ DGS_21   1.030 -0.036  -0.036   -0.045   -0.045
## 446  DGS_12 ~~ DGS_52   1.025  0.034   0.034    0.036    0.036
## 493  DGS_15 ~~ DGS_28   1.012 -0.030  -0.030   -0.039   -0.039
## 1162  DGS_1 ~~ DGS_48   1.008  0.056   0.056    0.035    0.035
## 986  DGS_69 ~~ DGS_65   1.003 -0.040  -0.040   -0.038   -0.038
## 235      F4 =~ DGS_60   1.000  0.041   0.041    0.032    0.032
## 699  DGS_49 ~~ DGS_75   0.996  0.036   0.036    0.035    0.035
## 948  DGS_54 ~~ DGS_13   0.988 -0.052  -0.052   -0.034   -0.034
## 523  DGS_17 ~~ DGS_27   0.980  0.029   0.029    0.036    0.036
## 741  DGS_56 ~~  DGS_9   0.979 -0.039  -0.039   -0.035   -0.035
## 1224 DGS_20 ~~ DGS_48   0.975 -0.054  -0.054   -0.036   -0.036
## 779  DGS_60 ~~ DGS_52   0.965 -0.037  -0.037   -0.035   -0.035
## 534  DGS_17 ~~ DGS_35   0.963  0.030   0.030    0.037    0.037
## 710  DGS_49 ~~ DGS_46   0.960 -0.033  -0.033   -0.036   -0.036
## 1091 DGS_29 ~~ DGS_70   0.956 -0.057  -0.057   -0.036   -0.036
## 1253 DGS_35 ~~ DGS_39   0.955  0.044   0.044    0.040    0.040
## 361      F7 =~ DGS_27   0.945 -0.045  -0.045   -0.031   -0.031
## 173      F2 =~ DGS_28   0.945 -0.039  -0.039   -0.024   -0.024
## 906  DGS_41 ~~ DGS_20   0.938 -0.048  -0.048   -0.034   -0.034
## 818  DGS_75 ~~ DGS_35   0.932 -0.036  -0.036   -0.036   -0.036
## 481  DGS_15 ~~ DGS_72   0.927  0.034   0.034    0.033    0.033
## 1251 DGS_35 ~~  DGS_6   0.921  0.042   0.042    0.039    0.039
## 630  DGS_32 ~~ DGS_26   0.921 -0.028  -0.028   -0.034   -0.034
## 492  DGS_15 ~~ DGS_20   0.921  0.036   0.036    0.033    0.033
## 358      F7 =~ DGS_69   0.909 -0.038  -0.038   -0.029   -0.029
## 1154 DGS_52 ~~ DGS_11   0.903 -0.051  -0.051   -0.038   -0.038
## 586  DGS_22 ~~ DGS_32   0.903  0.033   0.033    0.032    0.032
## 823  DGS_75 ~~ DGS_39   0.898  0.038   0.038    0.035    0.035
## 782  DGS_60 ~~ DGS_44   0.896  0.031   0.031    0.035    0.035
## 412   DGS_4 ~~ DGS_48   0.892  0.041   0.041    0.032    0.032
## 746  DGS_56 ~~ DGS_52   0.890  0.040   0.040    0.034    0.034
## 915  DGS_41 ~~ DGS_67   0.886  0.045   0.045    0.034    0.034
## 499  DGS_15 ~~ DGS_39   0.884 -0.031  -0.031   -0.036   -0.036
## 559  DGS_19 ~~ DGS_69   0.880  0.027   0.027    0.034    0.034
## 887  DGS_26 ~~ DGS_70   0.878  0.041   0.041    0.033    0.033
## 978  DGS_69 ~~ DGS_27   0.877  0.031   0.031    0.035    0.035
## 671  DGS_33 ~~ DGS_72   0.872  0.033   0.033    0.032    0.032
## 1320 DGS_70 ~~ DGS_13   0.872  0.066   0.066    0.033    0.033
## 750  DGS_56 ~~ DGS_65   0.870  0.041   0.041    0.034    0.034
## 701  DGS_49 ~~ DGS_26   0.853 -0.029  -0.029   -0.033   -0.033
## 343      F7 =~ DGS_15   0.841  0.032   0.032    0.028    0.028
## 398   DGS_4 ~~ DGS_72   0.836 -0.045  -0.045   -0.031   -0.031
## 621  DGS_22 ~~  DGS_2   0.830 -0.038  -0.038   -0.038   -0.038
## 870  DGS_26 ~~ DGS_46   0.828 -0.026  -0.026   -0.034   -0.034
## 794  DGS_60 ~~ DGS_70   0.820 -0.039  -0.039   -0.032   -0.032
## 608  DGS_22 ~~ DGS_65   0.816  0.042   0.042    0.032    0.032
## 277      F5 =~ DGS_10   0.815 -0.028  -0.028   -0.021   -0.021
## 134      F1 =~ DGS_65   0.812 -0.054  -0.054   -0.031   -0.031
## 1220 DGS_65 ~~ DGS_11   0.810  0.051   0.051    0.037    0.037
## 883  DGS_26 ~~ DGS_38   0.799  0.032   0.032    0.032    0.032
## 196      F3 =~ DGS_56   0.788  0.053   0.053    0.038    0.038
## 1138 DGS_52 ~~ DGS_21   0.785 -0.041  -0.041   -0.038   -0.038
## 966  DGS_57 ~~  DGS_6   0.784  0.031   0.031    0.033    0.033
## 413   DGS_4 ~~ DGS_68   0.783 -0.039  -0.039   -0.032   -0.032
## 383   DGS_4 ~~ DGS_17   0.781  0.028   0.028    0.031    0.031
## 453  DGS_12 ~~ DGS_35   0.780 -0.027  -0.027   -0.033   -0.033
## 776  DGS_60 ~~ DGS_29   0.777  0.032   0.032    0.033    0.033
## 991  DGS_69 ~~ DGS_68   0.773  0.031   0.031    0.034    0.034
## 441  DGS_12 ~~  DGS_9   0.766 -0.028  -0.028   -0.030   -0.030
## 595  DGS_22 ~~ DGS_54   0.765  0.034   0.034    0.029    0.029
## 803  DGS_75 ~~ DGS_57   0.761  0.026   0.026    0.030    0.030
## 846  DGS_10 ~~ DGS_65   0.747 -0.031  -0.031   -0.035   -0.035
## 469  DGS_15 ~~ DGS_32   0.745 -0.023  -0.023   -0.031   -0.031
## 1274 DGS_68 ~~ DGS_39   0.745 -0.040  -0.040   -0.035   -0.035
## 310      F6 =~ DGS_32   0.740  0.036   0.036    0.028    0.028
## 596  DGS_22 ~~ DGS_57   0.733  0.027   0.027    0.029    0.029
## 414   DGS_4 ~~  DGS_6   0.727  0.038   0.038    0.031    0.031
## 831  DGS_10 ~~ DGS_26   0.726 -0.025  -0.025   -0.039   -0.039
## 936  DGS_54 ~~ DGS_35   0.723  0.034   0.034    0.031    0.031
## 558  DGS_19 ~~ DGS_57   0.720 -0.024  -0.024   -0.029   -0.029
## 256      F4 =~ DGS_38   0.708 -0.037  -0.037   -0.028   -0.028
## 692  DGS_33 ~~ DGS_70   0.699  0.033   0.033    0.029    0.029
## 956  DGS_57 ~~ DGS_52   0.698  0.031   0.031    0.030    0.030
## 652  DGS_32 ~~ DGS_38   0.693 -0.031  -0.031   -0.029   -0.029
## 1263 DGS_48 ~~ DGS_38   0.687 -0.038  -0.038   -0.029   -0.029
## 760  DGS_56 ~~ DGS_67   0.685 -0.037  -0.037   -0.029   -0.029
## 418   DGS_4 ~~ DGS_67   0.685 -0.041  -0.041   -0.029   -0.029
## 331      F6 =~ DGS_44   0.681 -0.035  -0.035   -0.024   -0.024
## 448  DGS_12 ~~ DGS_21   0.675 -0.025  -0.025   -0.034   -0.034
## 992  DGS_69 ~~  DGS_6   0.674  0.029   0.029    0.032    0.032
## 861  DGS_10 ~~ DGS_13   0.672 -0.034  -0.034   -0.032   -0.032
## 1176 DGS_21 ~~ DGS_20   0.669  0.041   0.041    0.034    0.034
## 504  DGS_15 ~~  DGS_2   0.654  0.026   0.026    0.034    0.034
## 482  DGS_15 ~~  DGS_9   0.636 -0.026  -0.026   -0.028   -0.028
## 322      F6 =~ DGS_72   0.636  0.039   0.039    0.025    0.025
## 759  DGS_56 ~~ DGS_45   0.630 -0.043  -0.043   -0.027   -0.027
## 969  DGS_57 ~~ DGS_45   0.621 -0.038  -0.038   -0.027   -0.027
## 886  DGS_26 ~~ DGS_67   0.619 -0.031  -0.031   -0.029   -0.029
## 729  DGS_49 ~~  DGS_2   0.617 -0.032  -0.032   -0.033   -0.033
## 1116 DGS_46 ~~ DGS_13   0.616  0.037   0.037    0.029    0.029
## 348      F7 =~ DGS_33   0.614 -0.027  -0.027   -0.024   -0.024
## 849  DGS_10 ~~ DGS_35   0.611  0.025   0.025    0.032    0.032
## 474  DGS_15 ~~ DGS_75   0.611 -0.022  -0.022   -0.027   -0.027
## 483  DGS_15 ~~ DGS_27   0.609  0.023   0.023    0.028    0.028
## 536  DGS_17 ~~ DGS_68   0.606  0.025   0.025    0.029    0.029
## 1178 DGS_21 ~~ DGS_35   0.604 -0.032  -0.032   -0.035   -0.035
## 234      F4 =~ DGS_56   0.603 -0.036  -0.036   -0.026   -0.026
## 1296 DGS_38 ~~  DGS_2   0.603  0.035   0.035    0.033    0.033
## 528  DGS_17 ~~  DGS_1   0.600 -0.031  -0.031   -0.027   -0.027
## 1209 DGS_65 ~~ DGS_35   0.600  0.037   0.037    0.030    0.030
## 851  DGS_10 ~~ DGS_68   0.595 -0.025  -0.025   -0.032   -0.032
## 650  DGS_32 ~~ DGS_68   0.595 -0.028  -0.028   -0.029   -0.029
## 799  DGS_75 ~~ DGS_10   0.586  0.022   0.022    0.029    0.029
## 1237 DGS_28 ~~ DGS_48   0.580  0.035   0.035    0.033    0.033
## 888  DGS_26 ~~ DGS_71   0.579 -0.027  -0.027   -0.027   -0.027
## 372      F7 =~ DGS_35   0.571  0.035   0.035    0.022    0.022
## 631  DGS_32 ~~ DGS_41   0.567  0.026   0.026    0.026    0.026
## 551  DGS_19 ~~ DGS_56   0.566 -0.025  -0.025   -0.026   -0.026
## 226      F4 =~ DGS_12   0.560  0.028   0.028    0.026    0.026
## 1163  DGS_1 ~~ DGS_68   0.560 -0.042  -0.042   -0.028   -0.028
## 805  DGS_75 ~~ DGS_72   0.551 -0.032  -0.032   -0.025   -0.025
## 1184 DGS_21 ~~ DGS_45   0.550 -0.044  -0.044   -0.031   -0.031
## 390   DGS_4 ~~ DGS_60   0.536  0.025   0.025    0.025    0.025
## 632  DGS_32 ~~ DGS_54   0.532 -0.025  -0.025   -0.025   -0.025
## 573  DGS_19 ~~ DGS_35   0.528 -0.026  -0.026   -0.027   -0.027
## 1160  DGS_1 ~~ DGS_28   0.525  0.038   0.038    0.028    0.028
## 686  DGS_33 ~~ DGS_68   0.520  0.022   0.022    0.027    0.027
## 478  DGS_15 ~~ DGS_54   0.518  0.021   0.021    0.025    0.025
## 1223 DGS_20 ~~ DGS_35   0.515  0.040   0.040    0.029    0.029
## 639  DGS_32 ~~ DGS_46   0.500 -0.022  -0.022   -0.026   -0.026
## 458  DGS_12 ~~ DGS_39   0.498  0.023   0.023    0.026    0.026
## 1122 DGS_51 ~~ DGS_20   0.494 -0.041  -0.041   -0.024   -0.024
## 822  DGS_75 ~~ DGS_38   0.492 -0.028  -0.028   -0.024   -0.024
## 375      F7 =~ DGS_38   0.491  0.035   0.035    0.026    0.026
## 844  DGS_10 ~~ DGS_21   0.487 -0.022  -0.022   -0.033   -0.033
## 929  DGS_54 ~~ DGS_52   0.483 -0.031  -0.031   -0.024   -0.024
## 1172  DGS_1 ~~ DGS_11   0.483  0.044   0.044    0.027    0.027
## 1276 DGS_68 ~~ DGS_67   0.483 -0.035  -0.035   -0.027   -0.027
## 384   DGS_4 ~~ DGS_19   0.480  0.025   0.025    0.023    0.023
## 396   DGS_4 ~~ DGS_57   0.478  0.023   0.023    0.023    0.023
## 1005 DGS_72 ~~ DGS_46   0.477 -0.029  -0.029   -0.025   -0.025
## 610  DGS_22 ~~ DGS_28   0.475 -0.027  -0.027   -0.026   -0.026
## 1004 DGS_72 ~~ DGS_29   0.474 -0.036  -0.036   -0.025   -0.025
## 738  DGS_56 ~~ DGS_57   0.472  0.021   0.021    0.024    0.024
## 913  DGS_41 ~~ DGS_39   0.462 -0.030  -0.030   -0.026   -0.026
## 663  DGS_33 ~~ DGS_60   0.462 -0.017  -0.017   -0.025   -0.025
## 910  DGS_41 ~~ DGS_68   0.457 -0.028  -0.028   -0.026   -0.026
## 882  DGS_26 ~~  DGS_6   0.453  0.024   0.024    0.026    0.026
## 734  DGS_56 ~~ DGS_10   0.451 -0.019  -0.019   -0.026   -0.026
## 1107 DGS_46 ~~  DGS_6   0.448 -0.025  -0.025   -0.026   -0.026
## 395   DGS_4 ~~ DGS_54   0.447  0.027   0.027    0.022    0.022
## 880  DGS_26 ~~ DGS_48   0.447 -0.023  -0.023   -0.024   -0.024
## 876  DGS_26 ~~ DGS_65   0.445  0.026   0.026    0.025    0.025
## 918  DGS_41 ~~  DGS_2   0.444  0.028   0.028    0.029    0.029
## 938  DGS_54 ~~ DGS_68   0.439 -0.027  -0.027   -0.024   -0.024
## 1080 DGS_29 ~~ DGS_65   0.436 -0.035  -0.035   -0.025   -0.025
## 404   DGS_4 ~~ DGS_52   0.431  0.031   0.031    0.023    0.023
## 853  DGS_10 ~~ DGS_38   0.429  0.022   0.022    0.025    0.025
## 1188 DGS_21 ~~  DGS_2   0.425 -0.029  -0.029   -0.034   -0.034
## 865  DGS_26 ~~ DGS_69   0.420  0.019   0.019    0.026    0.026
## 857  DGS_10 ~~ DGS_70   0.411  0.026   0.026    0.025    0.025
## 1027  DGS_9 ~~ DGS_27   0.409  0.028   0.028    0.024    0.024
## 817  DGS_75 ~~ DGS_28   0.403 -0.023  -0.023   -0.024   -0.024
## 908  DGS_41 ~~ DGS_35   0.403 -0.026  -0.026   -0.024   -0.024
## 1254 DGS_35 ~~ DGS_45   0.402 -0.038  -0.038   -0.023   -0.023
## 1142 DGS_52 ~~ DGS_28   0.402  0.028   0.028    0.025    0.025
## 702  DGS_49 ~~ DGS_41   0.401 -0.024  -0.024   -0.022   -0.022
## 278      F5 =~ DGS_26   0.396 -0.021  -0.021   -0.016   -0.016
## 265      F5 =~  DGS_4   0.396 -0.029  -0.029   -0.022   -0.022
## 1194 DGS_44 ~~ DGS_35   0.392  0.026   0.026    0.025    0.025
## 584  DGS_19 ~~ DGS_11   0.390  0.026   0.026    0.024    0.024
## 867  DGS_26 ~~  DGS_9   0.389  0.022   0.022    0.022    0.022
## 763  DGS_56 ~~  DGS_2   0.387 -0.024  -0.024   -0.026   -0.026
## 997  DGS_69 ~~ DGS_70   0.385 -0.027  -0.027   -0.022   -0.022
## 1140 DGS_52 ~~ DGS_65   0.385  0.033   0.033    0.023    0.023
## 1052 DGS_27 ~~ DGS_46   0.385 -0.023  -0.023   -0.026   -0.026
## 1060 DGS_27 ~~ DGS_28   0.383 -0.024  -0.024   -0.025   -0.025
## 684  DGS_33 ~~ DGS_35   0.379  0.019   0.019    0.023    0.023
## 1204 DGS_44 ~~  DGS_2   0.375  0.026   0.026    0.027    0.027
## 254      F4 =~ DGS_68   0.374 -0.026  -0.026   -0.016   -0.016
## 976  DGS_69 ~~ DGS_72   0.372 -0.025  -0.025   -0.023   -0.023
## 330      F6 =~ DGS_21   0.371 -0.029  -0.029   -0.017   -0.017
## 1058 DGS_27 ~~ DGS_65   0.369  0.028   0.028    0.023    0.023
## 907  DGS_41 ~~ DGS_28   0.364  0.023   0.023    0.024    0.024
## 636  DGS_32 ~~  DGS_9   0.363  0.022   0.022    0.021    0.021
## 403   DGS_4 ~~ DGS_51   0.361 -0.029  -0.029   -0.020   -0.020
## 1243 DGS_28 ~~ DGS_67   0.359 -0.028  -0.028   -0.024   -0.024
## 1135 DGS_51 ~~ DGS_11   0.358 -0.033  -0.033   -0.023   -0.023
## 1181 DGS_21 ~~  DGS_6   0.356  0.026   0.026    0.027    0.027
## 1242 DGS_28 ~~ DGS_45   0.354  0.034   0.034    0.023    0.023
## 812  DGS_75 ~~  DGS_1   0.352 -0.029  -0.029   -0.020   -0.020
## 563  DGS_19 ~~ DGS_29   0.347 -0.023  -0.023   -0.021   -0.021
## 979  DGS_69 ~~ DGS_29   0.345 -0.022  -0.022   -0.022   -0.022
## 521  DGS_17 ~~ DGS_72   0.345 -0.021  -0.021   -0.020   -0.020
## 768  DGS_60 ~~ DGS_26   0.345 -0.016  -0.016   -0.021   -0.021
## 238      F4 =~ DGS_26   0.344  0.029   0.029    0.023    0.023
## 526  DGS_17 ~~ DGS_51   0.343 -0.021  -0.021   -0.020   -0.020
## 214      F3 =~ DGS_68   0.342 -0.030  -0.030   -0.018   -0.018
## 717  DGS_49 ~~ DGS_20   0.339  0.028   0.028    0.020    0.020
## 572  DGS_19 ~~ DGS_28   0.338 -0.020  -0.020   -0.022   -0.022
## 704  DGS_49 ~~ DGS_57   0.336  0.018   0.018    0.020    0.020
## 352      F7 =~ DGS_75   0.336 -0.025  -0.025   -0.019   -0.019
## 416   DGS_4 ~~ DGS_39   0.334  0.026   0.026    0.021    0.021
## 434  DGS_12 ~~ DGS_10   0.331 -0.013  -0.013   -0.022   -0.022
## 845  DGS_10 ~~ DGS_44   0.328  0.018   0.018    0.023    0.023
## 326      F6 =~ DGS_46   0.319 -0.027  -0.027   -0.020   -0.020
## 1124 DGS_51 ~~ DGS_35   0.319 -0.027  -0.027   -0.021   -0.021
## 698  DGS_49 ~~ DGS_60   0.318  0.018   0.018    0.020    0.020
## 497  DGS_15 ~~  DGS_6   0.318  0.018   0.018    0.021    0.021
## 1056 DGS_27 ~~ DGS_21   0.315  0.022   0.022    0.025    0.025
## 262      F4 =~  DGS_2   0.315 -0.033  -0.033   -0.020   -0.020
## 336      F6 =~ DGS_48   0.314 -0.032  -0.032   -0.021   -0.021
## 922  DGS_54 ~~ DGS_69   0.313  0.019   0.019    0.020    0.020
## 864  DGS_26 ~~ DGS_57   0.310 -0.016  -0.016   -0.021   -0.021
## 1310 DGS_45 ~~ DGS_11   0.308 -0.039  -0.039   -0.021   -0.021
## 488  DGS_15 ~~  DGS_1   0.299  0.022   0.022    0.019    0.019
## 132      F1 =~ DGS_21   0.297 -0.031  -0.031   -0.018   -0.018
## 934  DGS_54 ~~ DGS_20   0.297  0.027   0.027    0.019    0.019
## 758  DGS_56 ~~ DGS_39   0.292  0.022   0.022    0.020    0.020
## 546  DGS_17 ~~ DGS_13   0.291 -0.022  -0.022   -0.019   -0.019
## 980  DGS_69 ~~ DGS_46   0.290  0.016   0.016    0.021    0.021
## 666  DGS_33 ~~ DGS_26   0.289 -0.013  -0.013   -0.019   -0.019
## 953  DGS_57 ~~ DGS_29   0.287  0.020   0.020    0.020    0.020
## 1236 DGS_28 ~~ DGS_35   0.287  0.028   0.028    0.029    0.029
## 983  DGS_69 ~~  DGS_1   0.287  0.024   0.024    0.019    0.019
## 252      F4 =~ DGS_35   0.286  0.022   0.022    0.014    0.014
## 359      F7 =~ DGS_72   0.277 -0.029  -0.029   -0.019   -0.019
## 1073 DGS_27 ~~ DGS_13   0.272 -0.027  -0.027   -0.019   -0.019
## 193      F3 =~ DGS_32   0.272  0.029   0.029    0.023    0.023
## 682  DGS_33 ~~ DGS_20   0.268 -0.019  -0.019   -0.018   -0.018
## 656  DGS_32 ~~ DGS_70   0.267 -0.024  -0.024   -0.018   -0.018
## 643  DGS_32 ~~ DGS_21   0.266 -0.018  -0.018   -0.022   -0.022
## 1219 DGS_65 ~~  DGS_2   0.265 -0.026  -0.026   -0.023   -0.023
## 337      F6 =~ DGS_68   0.264 -0.028  -0.028   -0.017   -0.017
## 790  DGS_60 ~~ DGS_38   0.264 -0.018  -0.018   -0.018   -0.018
## 1062 DGS_27 ~~ DGS_48   0.263  0.021   0.021    0.019    0.019
## 220      F3 =~ DGS_70   0.254 -0.034  -0.034   -0.020   -0.020
## 1087 DGS_29 ~~ DGS_38   0.247  0.024   0.024    0.018    0.018
## 454  DGS_12 ~~ DGS_48   0.245 -0.016  -0.016   -0.017   -0.017
## 1104 DGS_46 ~~ DGS_35   0.241 -0.018  -0.018   -0.019   -0.019
## 648  DGS_32 ~~ DGS_35   0.240  0.018   0.018    0.018    0.018
## 1319 DGS_70 ~~ DGS_11   0.237  0.031   0.031    0.019    0.019
## 1037  DGS_9 ~~ DGS_28   0.235  0.020   0.020    0.019    0.019
## 496  DGS_15 ~~ DGS_68   0.226 -0.015  -0.015   -0.018   -0.018
## 773  DGS_60 ~~ DGS_72   0.226  0.018   0.018    0.016    0.016
## 1007 DGS_72 ~~ DGS_52   0.225 -0.025  -0.025   -0.017   -0.017
## 355      F7 =~ DGS_41   0.224  0.022   0.022    0.015    0.015
## 1021 DGS_72 ~~ DGS_67   0.222  0.027   0.027    0.016    0.016
## 542  DGS_17 ~~ DGS_70   0.219 -0.019  -0.019   -0.016   -0.016
## 840  DGS_10 ~~ DGS_46   0.215  0.013   0.013    0.019    0.019
## 1257 DGS_35 ~~ DGS_71   0.212 -0.020  -0.020   -0.017   -0.017
## 856  DGS_10 ~~ DGS_67   0.207 -0.017  -0.017   -0.018   -0.018
## 820  DGS_75 ~~ DGS_68   0.196  0.017   0.017    0.016    0.016
## 517  DGS_17 ~~ DGS_41   0.192 -0.013  -0.013   -0.016   -0.016
## 949  DGS_57 ~~ DGS_69   0.187  0.012   0.012    0.016    0.016
## 1119 DGS_51 ~~ DGS_21   0.180  0.020   0.020    0.018    0.018
## 1183 DGS_21 ~~ DGS_39   0.178 -0.019  -0.019   -0.019   -0.019
## 378      F7 =~ DGS_67   0.175  0.024   0.024    0.015    0.015
## 1189 DGS_21 ~~ DGS_11   0.175 -0.020  -0.020   -0.020   -0.020
## 467  DGS_15 ~~ DGS_19   0.172 -0.011  -0.011   -0.015   -0.015
## 925  DGS_54 ~~ DGS_27   0.172 -0.016  -0.016   -0.015   -0.015
## 1156  DGS_1 ~~ DGS_21   0.167 -0.025  -0.025   -0.020   -0.020
## 943  DGS_54 ~~ DGS_67   0.167  0.019   0.019    0.014    0.014
## 345      F7 =~ DGS_19   0.164 -0.016  -0.016   -0.013   -0.013
## 855  DGS_10 ~~ DGS_45   0.163  0.018   0.018    0.015    0.015
## 786  DGS_60 ~~ DGS_35   0.163 -0.014  -0.014   -0.015   -0.015
## 834  DGS_10 ~~ DGS_57   0.160 -0.011  -0.011   -0.017   -0.017
## 909  DGS_41 ~~ DGS_48   0.160 -0.017  -0.017   -0.014   -0.014
## 660  DGS_32 ~~ DGS_13   0.155  0.018   0.018    0.014    0.014
## 879  DGS_26 ~~ DGS_35   0.151  0.013   0.013    0.015    0.015
## 869  DGS_26 ~~ DGS_29   0.149 -0.014  -0.014   -0.015   -0.015
## 1047  DGS_9 ~~ DGS_71   0.147  0.018   0.018    0.013    0.013
## 783  DGS_60 ~~ DGS_65   0.146  0.015   0.015    0.014    0.014
## 1093 DGS_29 ~~  DGS_2   0.141 -0.018  -0.018   -0.017   -0.017
## 843  DGS_10 ~~  DGS_1   0.139 -0.015  -0.015   -0.014   -0.014
## 868  DGS_26 ~~ DGS_27   0.139  0.012   0.012    0.014    0.014
## 459  DGS_12 ~~ DGS_45   0.139  0.016   0.016    0.013    0.013
## 1092 DGS_29 ~~ DGS_71   0.139  0.018   0.018    0.013    0.013
## 321      F6 =~ DGS_69   0.136 -0.013  -0.013   -0.010   -0.010
## 792  DGS_60 ~~ DGS_45   0.134  0.018   0.018    0.013    0.013
## 1085 DGS_29 ~~ DGS_68   0.132 -0.017  -0.017   -0.014   -0.014
## 872  DGS_26 ~~ DGS_52   0.130 -0.014  -0.014   -0.013   -0.013
## 700  DGS_49 ~~ DGS_10   0.123 -0.010  -0.010   -0.014   -0.014
## 830  DGS_75 ~~ DGS_13   0.121 -0.017  -0.017   -0.012   -0.012
## 827  DGS_75 ~~ DGS_71   0.118  0.014   0.014    0.012    0.012
## 353      F7 =~ DGS_10   0.116  0.013   0.013    0.009    0.009
## 668  DGS_33 ~~ DGS_54   0.111  0.010   0.010    0.011    0.011
## 202      F3 =~ DGS_54   0.111 -0.015  -0.015   -0.013   -0.013
## 1179 DGS_21 ~~ DGS_48   0.108 -0.014  -0.014   -0.014   -0.014
## 392   DGS_4 ~~ DGS_10   0.108 -0.010  -0.010   -0.012   -0.012
## 1072 DGS_27 ~~ DGS_11   0.105 -0.015  -0.015   -0.013   -0.013
## 999  DGS_69 ~~  DGS_2   0.105  0.012   0.012    0.014    0.014
## 987  DGS_69 ~~ DGS_20   0.101  0.013   0.013    0.012    0.012
## 626  DGS_32 ~~ DGS_56   0.099 -0.010  -0.010   -0.011   -0.011
## 878  DGS_26 ~~ DGS_28   0.096  0.010   0.010    0.012    0.012
## 1095 DGS_29 ~~ DGS_13   0.093  0.018   0.018    0.011    0.011
## 1077 DGS_29 ~~  DGS_1   0.088  0.017   0.017    0.011    0.011
## 425  DGS_12 ~~ DGS_17   0.088 -0.007  -0.007   -0.011   -0.011
## 1040  DGS_9 ~~ DGS_68   0.087 -0.013  -0.013   -0.011   -0.011
## 1288  DGS_6 ~~  DGS_2   0.087 -0.013  -0.013   -0.013   -0.013
## 1109 DGS_46 ~~ DGS_39   0.086 -0.011  -0.011   -0.012   -0.012
## 335      F6 =~ DGS_35   0.086  0.016   0.016    0.010    0.010
## 1082 DGS_29 ~~ DGS_28   0.084 -0.013  -0.013   -0.012   -0.012
## 556  DGS_19 ~~ DGS_41   0.081 -0.010  -0.010   -0.010   -0.010
## 647  DGS_32 ~~ DGS_28   0.079 -0.010  -0.010   -0.011   -0.011
## 963  DGS_57 ~~ DGS_35   0.077  0.009   0.009    0.010    0.010
## 410   DGS_4 ~~ DGS_28   0.075  0.011   0.011    0.010    0.010
## 302      F5 =~ DGS_11   0.073  0.015   0.015    0.008    0.008
## 1246 DGS_28 ~~  DGS_2   0.073 -0.011  -0.011   -0.013   -0.013
## 371      F7 =~ DGS_28   0.072  0.012   0.012    0.008    0.008
## 455  DGS_12 ~~ DGS_68   0.069  0.008   0.008    0.010    0.010
## 850  DGS_10 ~~ DGS_48   0.066  0.008   0.008    0.010    0.010
## 529  DGS_17 ~~ DGS_21   0.066  0.008   0.008    0.011    0.011
## 315      F6 =~ DGS_75   0.065 -0.011  -0.011   -0.009   -0.009
## 402   DGS_4 ~~ DGS_46   0.065  0.009   0.009    0.009    0.009
## 622  DGS_22 ~~ DGS_11   0.063  0.012   0.012    0.009    0.009
## 602  DGS_22 ~~ DGS_46   0.063  0.009   0.009    0.009    0.009
## 606  DGS_22 ~~ DGS_21   0.062 -0.010  -0.010   -0.010   -0.010
## 1038  DGS_9 ~~ DGS_35   0.062 -0.011  -0.011   -0.009   -0.009
## 300      F5 =~ DGS_71   0.061 -0.013  -0.013   -0.010   -0.010
## 1287  DGS_6 ~~ DGS_71   0.059 -0.012  -0.012   -0.009   -0.009
## 397   DGS_4 ~~ DGS_69   0.057  0.008   0.008    0.008    0.008
## 775  DGS_60 ~~ DGS_27   0.056 -0.008  -0.008   -0.009   -0.009
## 1049  DGS_9 ~~ DGS_11   0.056 -0.012  -0.012   -0.009   -0.009
## 317      F6 =~ DGS_26   0.056 -0.008  -0.008   -0.006   -0.006
## 367      F7 =~ DGS_21   0.055 -0.013  -0.013   -0.007   -0.007
## 1025 DGS_72 ~~ DGS_11   0.055 -0.013  -0.013   -0.009   -0.009
## 800  DGS_75 ~~ DGS_26   0.053  0.007   0.007    0.008    0.008
## 903  DGS_41 ~~ DGS_21   0.053 -0.009  -0.009   -0.010   -0.010
## 1090 DGS_29 ~~ DGS_67   0.052 -0.012  -0.012   -0.009   -0.009
## 612  DGS_22 ~~ DGS_48   0.052 -0.009  -0.009   -0.008   -0.008
## 533  DGS_17 ~~ DGS_28   0.051 -0.007  -0.007   -0.009   -0.009
## 778  DGS_60 ~~ DGS_51   0.049  0.008   0.008    0.008    0.008
## 629  DGS_32 ~~ DGS_10   0.048 -0.006  -0.006   -0.008   -0.008
## 548  DGS_19 ~~ DGS_32   0.046 -0.007  -0.007   -0.008   -0.008
## 1290  DGS_6 ~~ DGS_13   0.045  0.012   0.012    0.008    0.008
## 1153 DGS_52 ~~  DGS_2   0.045 -0.010  -0.010   -0.009   -0.009
## 1152 DGS_52 ~~ DGS_71   0.045 -0.010  -0.010   -0.007   -0.007
## 228      F4 =~ DGS_17   0.044 -0.008  -0.008   -0.007   -0.007
## 489  DGS_15 ~~ DGS_21   0.043  0.006   0.006    0.009    0.009
## 694  DGS_33 ~~  DGS_2   0.042 -0.006  -0.006   -0.009   -0.009
## 1244 DGS_28 ~~ DGS_70   0.039 -0.010  -0.010   -0.008   -0.008
## 1300 DGS_39 ~~ DGS_67   0.038  0.012   0.012    0.008    0.008
## 996  DGS_69 ~~ DGS_67   0.036  0.008   0.008    0.007    0.007
## 654  DGS_32 ~~ DGS_45   0.036  0.010   0.010    0.007    0.007
## 826  DGS_75 ~~ DGS_70   0.036  0.009   0.009    0.006    0.006
## 524  DGS_17 ~~ DGS_29   0.035 -0.006  -0.006   -0.007   -0.007
## 645  DGS_32 ~~ DGS_65   0.035 -0.008  -0.008   -0.007   -0.007
## 554  DGS_19 ~~ DGS_10   0.031 -0.005  -0.005   -0.007   -0.007
## 881  DGS_26 ~~ DGS_68   0.031 -0.006  -0.006   -0.007   -0.007
## 1055 DGS_27 ~~  DGS_1   0.030 -0.009  -0.009   -0.006   -0.006
## 689  DGS_33 ~~ DGS_39   0.030 -0.006  -0.006   -0.007   -0.007
## 1069 DGS_27 ~~ DGS_70   0.030 -0.009  -0.009   -0.006   -0.006
## 1026 DGS_72 ~~ DGS_13   0.029 -0.011  -0.011   -0.006   -0.006
## 189      F3 =~ DGS_15   0.029 -0.008  -0.008   -0.007   -0.007
## 1067 DGS_27 ~~ DGS_45   0.028 -0.010  -0.010   -0.006   -0.006
## 1275 DGS_68 ~~ DGS_45   0.028 -0.010  -0.010   -0.006   -0.006
## 461  DGS_12 ~~ DGS_70   0.027  0.007   0.007    0.006    0.006
## 285      F5 =~ DGS_27   0.027  0.008   0.008    0.005    0.005
## 204      F3 =~ DGS_69   0.027  0.007   0.007    0.005    0.005
## 946  DGS_54 ~~  DGS_2   0.026  0.007   0.007    0.007    0.007
## 627  DGS_32 ~~ DGS_60   0.025  0.005   0.005    0.006    0.006
## 407   DGS_4 ~~ DGS_44   0.024 -0.006  -0.006   -0.006   -0.006
## 184      F2 =~  DGS_2   0.023 -0.009  -0.009   -0.005   -0.005
## 439  DGS_12 ~~ DGS_69   0.023  0.004   0.004    0.005    0.005
## 873  DGS_26 ~~  DGS_1   0.022 -0.007  -0.007   -0.005   -0.005
## 585  DGS_19 ~~ DGS_13   0.022 -0.007  -0.007   -0.005   -0.005
## 245      F4 =~ DGS_27   0.021 -0.006  -0.006   -0.004   -0.004
## 947  DGS_54 ~~ DGS_11   0.020 -0.007  -0.007   -0.005   -0.005
## 905  DGS_41 ~~ DGS_65   0.020 -0.007  -0.007   -0.005   -0.005
## 1126 DGS_51 ~~ DGS_68   0.020 -0.007  -0.007   -0.005   -0.005
## 1045  DGS_9 ~~ DGS_67   0.017 -0.007  -0.007   -0.005   -0.005
## 696  DGS_33 ~~ DGS_13   0.015  0.005   0.005    0.004    0.004
## 708  DGS_49 ~~ DGS_27   0.015  0.005   0.005    0.004    0.004
## 1121 DGS_51 ~~ DGS_65   0.014  0.006   0.006    0.004    0.004
## 641  DGS_32 ~~ DGS_52   0.014 -0.005  -0.005   -0.004   -0.004
## 479  DGS_15 ~~ DGS_57   0.013  0.003   0.003    0.004    0.004
## 651  DGS_32 ~~  DGS_6   0.012 -0.004  -0.004   -0.004   -0.004
## 1145 DGS_52 ~~ DGS_68   0.012 -0.005  -0.005   -0.004   -0.004
## 318      F6 =~ DGS_41   0.011  0.004   0.004    0.003    0.003
## 1305 DGS_39 ~~ DGS_13   0.011 -0.006  -0.006   -0.004   -0.004
## 314      F6 =~ DGS_60   0.010  0.004   0.004    0.003    0.003
## 494  DGS_15 ~~ DGS_35   0.010 -0.003  -0.003   -0.004   -0.004
## 373      F7 =~ DGS_68   0.010 -0.005  -0.005   -0.003   -0.003
## 816  DGS_75 ~~ DGS_20   0.010 -0.005  -0.005   -0.003   -0.003
## 862  DGS_26 ~~ DGS_41   0.010  0.003   0.003    0.004    0.004
## 1071 DGS_27 ~~  DGS_2   0.009 -0.004  -0.004   -0.004   -0.004
## 282      F5 =~ DGS_69   0.009 -0.003  -0.003   -0.002   -0.002
## 801  DGS_75 ~~ DGS_41   0.009  0.003   0.003    0.003    0.003
## 1207 DGS_65 ~~ DGS_20   0.009  0.006   0.006    0.003    0.003
## 1206 DGS_44 ~~ DGS_13   0.008  0.005   0.005    0.003    0.003
## 1241 DGS_28 ~~ DGS_39   0.008  0.004   0.004    0.004    0.004
## 1277 DGS_68 ~~ DGS_70   0.008  0.005   0.005    0.003    0.003
## 745  DGS_56 ~~ DGS_51   0.007  0.004   0.004    0.003    0.003
## 1252 DGS_35 ~~ DGS_38   0.007 -0.004  -0.004   -0.003   -0.003
## 1208 DGS_65 ~~ DGS_28   0.007 -0.004  -0.004   -0.003   -0.003
## 190      F3 =~ DGS_17   0.007 -0.004  -0.004   -0.003   -0.003
## 194      F3 =~ DGS_33   0.006 -0.004  -0.004   -0.003   -0.003
## 582  DGS_19 ~~ DGS_71   0.006 -0.003  -0.003   -0.003   -0.003
## 1078 DGS_29 ~~ DGS_21   0.005  0.003   0.003    0.003    0.003
## 1249 DGS_35 ~~ DGS_48   0.005 -0.003  -0.003   -0.003   -0.003
## 784  DGS_60 ~~ DGS_20   0.005 -0.003  -0.003   -0.002   -0.002
## 544  DGS_17 ~~  DGS_2   0.005  0.002   0.002    0.003    0.003
## 614  DGS_22 ~~  DGS_6   0.005  0.003   0.003    0.003    0.003
## 525  DGS_17 ~~ DGS_46   0.004 -0.002  -0.002   -0.002   -0.002
## 176      F2 =~ DGS_68   0.003 -0.002  -0.002   -0.001   -0.001
## 810  DGS_75 ~~ DGS_51   0.003 -0.002  -0.002   -0.002   -0.002
## 191      F3 =~ DGS_19   0.003  0.003   0.003    0.003    0.003
## 740  DGS_56 ~~ DGS_72   0.003  0.003   0.003    0.002    0.002
## 755  DGS_56 ~~ DGS_68   0.003 -0.002  -0.002   -0.002   -0.002
## 638  DGS_32 ~~ DGS_29   0.003  0.002   0.002    0.002    0.002
## 275      F5 =~ DGS_60   0.003 -0.002  -0.002   -0.001   -0.001
## 1096 DGS_46 ~~ DGS_51   0.002  0.002   0.002    0.002    0.002
## 1316 DGS_67 ~~ DGS_13   0.002  0.003   0.003    0.002    0.002
## 920  DGS_41 ~~ DGS_13   0.002  0.002   0.002    0.002    0.002
## 854  DGS_10 ~~ DGS_39   0.002  0.002   0.002    0.002    0.002
## 1314 DGS_67 ~~  DGS_2   0.002  0.002   0.002    0.002    0.002
## 251      F4 =~ DGS_28   0.002  0.002   0.002    0.001    0.001
## 678  DGS_33 ~~  DGS_1   0.002  0.002   0.002    0.001    0.001
## 515  DGS_17 ~~ DGS_10   0.001  0.001   0.001    0.001    0.001
## 1298 DGS_38 ~~ DGS_13   0.001  0.002   0.002    0.001    0.001
## 899  DGS_41 ~~ DGS_46   0.001  0.001   0.001    0.001    0.001
## 436  DGS_12 ~~ DGS_41   0.001 -0.001  -0.001   -0.001   -0.001
## 1157  DGS_1 ~~ DGS_44   0.000  0.001   0.001    0.000    0.000
## 607  DGS_22 ~~ DGS_44   0.000  0.000   0.000    0.000    0.000
## 362      F7 =~ DGS_29   0.000  0.000   0.000    0.000    0.000
semPaths(DGS_7M_C_fit,
         whatLabels = "std",
         what = "std",
         layout = "tree2",
         edge.label.cex = 1)

model_parameters(DGS_7M_C_fit, standardize = TRUE)
## # Loading
## 
## Link         | Coefficient |   SE |       95% CI |     z |      p
## -----------------------------------------------------------------
## F1 =~ DGS_4  |        0.50 | 0.03 | [0.45, 0.55] | 19.23 | < .001
## F1 =~ DGS_12 |        0.65 | 0.02 | [0.61, 0.69] | 32.40 | < .001
## F1 =~ DGS_15 |        0.70 | 0.02 | [0.67, 0.74] | 39.28 | < .001
## F1 =~ DGS_17 |        0.72 | 0.02 | [0.69, 0.75] | 41.76 | < .001
## F1 =~ DGS_19 |        0.63 | 0.02 | [0.59, 0.67] | 30.36 | < .001
## F1 =~ DGS_22 |        0.45 | 0.03 | [0.40, 0.50] | 16.56 | < .001
## F1 =~ DGS_32 |        0.67 | 0.02 | [0.64, 0.71] | 34.98 | < .001
## F1 =~ DGS_33 |        0.73 | 0.02 | [0.69, 0.76] | 42.87 | < .001
## F1 =~ DGS_49 |        0.69 | 0.02 | [0.66, 0.73] | 37.69 | < .001
## F1 =~ DGS_56 |        0.70 | 0.02 | [0.67, 0.74] | 38.90 | < .001
## F1 =~ DGS_60 |        0.72 | 0.02 | [0.69, 0.75] | 42.06 | < .001
## F1 =~ DGS_75 |        0.62 | 0.02 | [0.58, 0.67] | 29.42 | < .001
## F2 =~ DGS_10 |        0.83 | 0.01 | [0.81, 0.86] | 65.96 | < .001
## F2 =~ DGS_26 |        0.73 | 0.02 | [0.70, 0.77] | 42.64 | < .001
## F2 =~ DGS_41 |        0.68 | 0.02 | [0.64, 0.72] | 35.15 | < .001
## F2 =~ DGS_54 |        0.48 | 0.03 | [0.43, 0.53] | 17.83 | < .001
## F2 =~ DGS_57 |        0.64 | 0.02 | [0.59, 0.68] | 29.78 | < .001
## F2 =~ DGS_69 |        0.76 | 0.02 | [0.73, 0.79] | 46.92 | < .001
## F2 =~ DGS_72 |        0.56 | 0.02 | [0.51, 0.61] | 23.18 | < .001
## F3 =~ DGS_9  |        0.64 | 0.02 | [0.60, 0.68] | 29.77 | < .001
## F3 =~ DGS_27 |        0.72 | 0.02 | [0.68, 0.75] | 39.45 | < .001
## F3 =~ DGS_29 |        0.76 | 0.02 | [0.73, 0.79] | 46.06 | < .001
## F3 =~ DGS_46 |        0.76 | 0.02 | [0.73, 0.79] | 46.85 | < .001
## F3 =~ DGS_51 |        0.51 | 0.03 | [0.46, 0.56] | 19.71 | < .001
## F3 =~ DGS_52 |        0.70 | 0.02 | [0.66, 0.73] | 36.48 | < .001
## F4 =~ DGS_1  |        0.53 | 0.03 | [0.48, 0.58] | 20.47 | < .001
## F4 =~ DGS_21 |        0.85 | 0.01 | [0.82, 0.88] | 60.77 | < .001
## F4 =~ DGS_44 |        0.73 | 0.02 | [0.70, 0.77] | 39.68 | < .001
## F4 =~ DGS_65 |        0.73 | 0.02 | [0.69, 0.76] | 39.18 | < .001
## F5 =~ DGS_20 |        0.59 | 0.02 | [0.54, 0.63] | 24.61 | < .001
## F5 =~ DGS_28 |        0.81 | 0.02 | [0.78, 0.84] | 53.73 | < .001
## F5 =~ DGS_35 |        0.77 | 0.02 | [0.74, 0.80] | 46.85 | < .001
## F5 =~ DGS_48 |        0.49 | 0.03 | [0.44, 0.55] | 18.58 | < .001
## F5 =~ DGS_68 |        0.77 | 0.02 | [0.74, 0.81] | 47.45 | < .001
## F6 =~ DGS_6  |        0.74 | 0.02 | [0.70, 0.77] | 38.76 | < .001
## F6 =~ DGS_38 |        0.51 | 0.03 | [0.45, 0.56] | 18.51 | < .001
## F6 =~ DGS_39 |        0.75 | 0.02 | [0.71, 0.78] | 40.17 | < .001
## F6 =~ DGS_45 |        0.50 | 0.03 | [0.45, 0.56] | 18.46 | < .001
## F6 =~ DGS_67 |        0.63 | 0.02 | [0.58, 0.67] | 27.11 | < .001
## F6 =~ DGS_70 |        0.54 | 0.03 | [0.49, 0.60] | 20.90 | < .001
## F6 =~ DGS_71 |        0.48 | 0.03 | [0.42, 0.53] | 16.94 | < .001
## F7 =~ DGS_2  |        0.83 | 0.02 | [0.79, 0.86] | 46.40 | < .001
## F7 =~ DGS_11 |        0.77 | 0.02 | [0.73, 0.81] | 39.95 | < .001
## F7 =~ DGS_48 |        0.32 | 0.03 | [0.27, 0.38] | 11.13 | < .001
## F7 =~ DGS_13 |        0.56 | 0.03 | [0.51, 0.61] | 21.89 | < .001
## 
## # Correlation
## 
## Link     | Coefficient |   SE |        95% CI |     z |      p
## --------------------------------------------------------------
## F1 ~~ F2 |        0.57 | 0.03 | [ 0.52, 0.62] | 22.09 | < .001
## F1 ~~ F3 |        0.73 | 0.02 | [ 0.69, 0.77] | 36.62 | < .001
## F1 ~~ F4 |        0.55 | 0.03 | [ 0.50, 0.61] | 20.25 | < .001
## F1 ~~ F5 |        0.42 | 0.03 | [ 0.36, 0.48] | 13.51 | < .001
## F1 ~~ F6 |        0.49 | 0.03 | [ 0.43, 0.55] | 16.34 | < .001
## F1 ~~ F7 |        0.44 | 0.03 | [ 0.38, 0.50] | 13.89 | < .001
## F2 ~~ F3 |        0.52 | 0.03 | [ 0.47, 0.58] | 18.30 | < .001
## F2 ~~ F4 |        0.67 | 0.02 | [ 0.62, 0.71] | 28.26 | < .001
## F2 ~~ F5 |       -0.05 | 0.04 | [-0.13, 0.02] | -1.44 | 0.149 
## F2 ~~ F6 |        0.22 | 0.04 | [ 0.15, 0.29] |  6.07 | < .001
## F2 ~~ F7 |        0.44 | 0.03 | [ 0.38, 0.51] | 13.73 | < .001
## F3 ~~ F4 |        0.35 | 0.03 | [ 0.29, 0.42] | 10.33 | < .001
## F3 ~~ F5 |        0.49 | 0.03 | [ 0.43, 0.55] | 16.24 | < .001
## F3 ~~ F6 |        0.56 | 0.03 | [ 0.50, 0.62] | 19.47 | < .001
## F3 ~~ F7 |        0.42 | 0.03 | [ 0.36, 0.49] | 12.60 | < .001
## F4 ~~ F5 |        0.01 | 0.04 | [-0.06, 0.09] |  0.31 | 0.753 
## F4 ~~ F6 |        0.26 | 0.04 | [ 0.19, 0.33] |  7.02 | < .001
## F4 ~~ F7 |        0.45 | 0.03 | [ 0.38, 0.51] | 13.64 | < .001
## F5 ~~ F6 |        0.52 | 0.03 | [ 0.47, 0.58] | 17.48 | < .001
## F5 ~~ F7 |        0.34 | 0.04 | [ 0.27, 0.41] |  9.41 | < .001
## F6 ~~ F7 |        0.43 | 0.03 | [ 0.36, 0.50] | 12.71 | < .001
tidy(DGS_7M_C_fit) #with corvar compared to the latter one
## # A tibble: 117 × 9
##    term        op    estimate std.error statistic p.value std.lv std.all std.nox
##    <chr>       <chr>    <dbl>     <dbl>     <dbl>   <dbl>  <dbl>   <dbl>   <dbl>
##  1 F1 =~ DGS_4 =~       0.651    0.0412      15.8       0  0.651   0.496   0.496
##  2 F1 =~ DGS_… =~       0.691    0.0315      22.0       0  0.691   0.652   0.652
##  3 F1 =~ DGS_… =~       0.799    0.0329      24.3       0  0.799   0.703   0.703
##  4 F1 =~ DGS_… =~       0.830    0.0332      25.0       0  0.830   0.719   0.719
##  5 F1 =~ DGS_… =~       0.768    0.0363      21.2       0  0.768   0.633   0.633
##  6 F1 =~ DGS_… =~       0.544    0.0385      14.1       0  0.544   0.450   0.450
##  7 F1 =~ DGS_… =~       0.857    0.0374      22.9       0  0.857   0.673   0.673
##  8 F1 =~ DGS_… =~       0.826    0.0326      25.3       0  0.826   0.725   0.725
##  9 F1 =~ DGS_… =~       0.992    0.0417      23.8       0  0.992   0.693   0.693
## 10 F1 =~ DGS_… =~       0.973    0.0403      24.2       0  0.973   0.701   0.701
## # ℹ 107 more rows
glance(DGS_7M_C_fit)  # fit indices in a glance
## # A tibble: 1 × 17
##    agfi     AIC     BIC   cfi chisq  npar  rmsea rmsea.conf.high   srmr   tli
##   <dbl>   <dbl>   <dbl> <dbl> <dbl> <dbl>  <dbl>           <dbl>  <dbl> <dbl>
## 1 0.727 134747. 135282. 0.794 5132.   110 0.0709          0.0728 0.0928 0.778
## # ℹ 7 more variables: converged <lgl>, estimator <chr>, ngroups <int>,
## #   missing_method <chr>, nobs <int>, norig <int>, nexcluded <int>
#compare model: anova(model1,model2)
#check fitmeasures(model, c("aic","evic"))

###Item analysis

DGS_7model_1 <- DGS %>%
  select(c(DGS_4,DGS_12,DGS_15,DGS_17,DGS_19,DGS_22,DGS_32,DGS_33,DGS_49,DGS_56,DGS_60,DGS_75))
DGS_7model_2 <- DGS %>%
  select(c(DGS_10,DGS_26,DGS_41,DGS_54,DGS_57,DGS_69,DGS_72))
DGS_7model_3 <- DGS %>%
  select(c(DGS_9, DGS_27,DGS_29,DGS_46,DGS_51,DGS_52))
DGS_7model_4 <- DGS %>%
  select(c(DGS_1,DGS_21,DGS_44,DGS_65))
DGS_7model_5 <- DGS %>%
  select(c(DGS_20,DGS_28,DGS_35,DGS_48,DGS_68))
DGS_7model_6 <- DGS %>%
  select(c(DGS_6,DGS_38,DGS_39,DGS_45,DGS_67,DGS_70,DGS_71))
DGS_7model_7 <- DGS %>%
  select(c(DGS_2,DGS_11,DGS_48,DGS_13))
#visualization
corPlot(DGS_7model_1)

corPlot(DGS_7model_2)

corPlot(DGS_7model_3)

corPlot(DGS_7model_4)

corPlot(DGS_7model_5)

corPlot(DGS_7model_6)

corPlot(DGS_7model_7)

## make a correlation matrix to screen for overlapping items

##IRT! (generalized partial credit model)

#1

DGS_IRT_1 = mirt(data = DGS_7model_1,
      model = 1, #this is for one factor
      itemtype = "gpcmIRT" #generalized partial credit model
)
## 
Iteration: 1, Log-Lik: -16282.178, Max-Change: 1.71172
Iteration: 2, Log-Lik: -15930.558, Max-Change: 0.70713
Iteration: 3, Log-Lik: -15875.033, Max-Change: 0.48750
Iteration: 4, Log-Lik: -15852.439, Max-Change: 0.42612
Iteration: 5, Log-Lik: -15843.074, Max-Change: 0.23115
Iteration: 6, Log-Lik: -15836.756, Max-Change: 0.23522
Iteration: 7, Log-Lik: -15832.123, Max-Change: 0.14931
Iteration: 8, Log-Lik: -15828.992, Max-Change: 0.16065
Iteration: 9, Log-Lik: -15826.757, Max-Change: 0.04519
Iteration: 10, Log-Lik: -15826.047, Max-Change: 0.07071
Iteration: 11, Log-Lik: -15825.150, Max-Change: 0.04363
Iteration: 12, Log-Lik: -15824.473, Max-Change: 0.03817
Iteration: 13, Log-Lik: -15823.911, Max-Change: 0.02195
Iteration: 14, Log-Lik: -15823.545, Max-Change: 0.01830
Iteration: 15, Log-Lik: -15823.261, Max-Change: 0.01800
Iteration: 16, Log-Lik: -15822.512, Max-Change: 0.01878
Iteration: 17, Log-Lik: -15822.426, Max-Change: 0.01087
Iteration: 18, Log-Lik: -15822.359, Max-Change: 0.00561
Iteration: 19, Log-Lik: -15822.280, Max-Change: 0.00506
Iteration: 20, Log-Lik: -15822.236, Max-Change: 0.00794
Iteration: 21, Log-Lik: -15822.202, Max-Change: 0.00426
Iteration: 22, Log-Lik: -15822.172, Max-Change: 0.00398
Iteration: 23, Log-Lik: -15822.145, Max-Change: 0.00254
Iteration: 24, Log-Lik: -15822.125, Max-Change: 0.00248
Iteration: 25, Log-Lik: -15822.091, Max-Change: 0.01665
Iteration: 26, Log-Lik: -15822.067, Max-Change: 0.00220
Iteration: 27, Log-Lik: -15822.059, Max-Change: 0.00228
Iteration: 28, Log-Lik: -15822.044, Max-Change: 0.00216
Iteration: 29, Log-Lik: -15822.037, Max-Change: 0.00164
Iteration: 30, Log-Lik: -15822.030, Max-Change: 0.00126
Iteration: 31, Log-Lik: -15822.019, Max-Change: 0.00238
Iteration: 32, Log-Lik: -15822.013, Max-Change: 0.00081
Iteration: 33, Log-Lik: -15822.011, Max-Change: 0.00112
Iteration: 34, Log-Lik: -15822.007, Max-Change: 0.00147
Iteration: 35, Log-Lik: -15822.002, Max-Change: 0.00051
Iteration: 36, Log-Lik: -15822.001, Max-Change: 0.00082
Iteration: 37, Log-Lik: -15821.999, Max-Change: 0.00091
Iteration: 38, Log-Lik: -15821.997, Max-Change: 0.00081
Iteration: 39, Log-Lik: -15821.996, Max-Change: 0.00088
Iteration: 40, Log-Lik: -15821.995, Max-Change: 0.00045
Iteration: 41, Log-Lik: -15821.995, Max-Change: 0.00047
Iteration: 42, Log-Lik: -15821.995, Max-Change: 0.00050
Iteration: 43, Log-Lik: -15821.995, Max-Change: 0.00027
Iteration: 44, Log-Lik: -15821.995, Max-Change: 0.00027
Iteration: 45, Log-Lik: -15821.994, Max-Change: 0.00030
Iteration: 46, Log-Lik: -15821.994, Max-Change: 0.00032
Iteration: 47, Log-Lik: -15821.994, Max-Change: 0.00034
Iteration: 48, Log-Lik: -15821.994, Max-Change: 0.00035
Iteration: 49, Log-Lik: -15821.994, Max-Change: 0.00028
Iteration: 50, Log-Lik: -15821.994, Max-Change: 0.00028
Iteration: 51, Log-Lik: -15821.994, Max-Change: 0.00031
Iteration: 52, Log-Lik: -15821.993, Max-Change: 0.00027
Iteration: 53, Log-Lik: -15821.993, Max-Change: 0.00030
Iteration: 54, Log-Lik: -15821.993, Max-Change: 0.00030
Iteration: 55, Log-Lik: -15821.993, Max-Change: 0.00027
Iteration: 56, Log-Lik: -15821.993, Max-Change: 0.00027
Iteration: 57, Log-Lik: -15821.993, Max-Change: 0.00029
Iteration: 58, Log-Lik: -15821.993, Max-Change: 0.00025
Iteration: 59, Log-Lik: -15821.993, Max-Change: 0.00027
Iteration: 60, Log-Lik: -15821.992, Max-Change: 0.00027
Iteration: 61, Log-Lik: -15821.992, Max-Change: 0.00025
Iteration: 62, Log-Lik: -15821.992, Max-Change: 0.00025
Iteration: 63, Log-Lik: -15821.992, Max-Change: 0.00028
Iteration: 64, Log-Lik: -15821.992, Max-Change: 0.00023
Iteration: 65, Log-Lik: -15821.992, Max-Change: 0.00025
Iteration: 66, Log-Lik: -15821.992, Max-Change: 0.00025
Iteration: 67, Log-Lik: -15821.992, Max-Change: 0.00023
Iteration: 68, Log-Lik: -15821.992, Max-Change: 0.00023
Iteration: 69, Log-Lik: -15821.992, Max-Change: 0.00026
Iteration: 70, Log-Lik: -15821.992, Max-Change: 0.00021
Iteration: 71, Log-Lik: -15821.991, Max-Change: 0.00024
Iteration: 72, Log-Lik: -15821.991, Max-Change: 0.00023
Iteration: 73, Log-Lik: -15821.991, Max-Change: 0.00022
Iteration: 74, Log-Lik: -15821.991, Max-Change: 0.00021
Iteration: 75, Log-Lik: -15821.991, Max-Change: 0.00024
Iteration: 76, Log-Lik: -15821.991, Max-Change: 0.00020
Iteration: 77, Log-Lik: -15821.991, Max-Change: 0.00022
Iteration: 78, Log-Lik: -15821.991, Max-Change: 0.00022
Iteration: 79, Log-Lik: -15821.991, Max-Change: 0.00021
Iteration: 80, Log-Lik: -15821.991, Max-Change: 0.00020
Iteration: 81, Log-Lik: -15821.991, Max-Change: 0.00023
Iteration: 82, Log-Lik: -15821.991, Max-Change: 0.00018
Iteration: 83, Log-Lik: -15821.991, Max-Change: 0.00021
Iteration: 84, Log-Lik: -15821.990, Max-Change: 0.00020
Iteration: 85, Log-Lik: -15821.990, Max-Change: 0.00019
Iteration: 86, Log-Lik: -15821.990, Max-Change: 0.00019
Iteration: 87, Log-Lik: -15821.990, Max-Change: 0.00021
Iteration: 88, Log-Lik: -15821.990, Max-Change: 0.00017
Iteration: 89, Log-Lik: -15821.990, Max-Change: 0.00020
Iteration: 90, Log-Lik: -15821.990, Max-Change: 0.00019
Iteration: 91, Log-Lik: -15821.990, Max-Change: 0.00018
Iteration: 92, Log-Lik: -15821.990, Max-Change: 0.00018
Iteration: 93, Log-Lik: -15821.990, Max-Change: 0.00020
Iteration: 94, Log-Lik: -15821.990, Max-Change: 0.00016
Iteration: 95, Log-Lik: -15821.990, Max-Change: 0.00019
Iteration: 96, Log-Lik: -15821.990, Max-Change: 0.00018
Iteration: 97, Log-Lik: -15821.990, Max-Change: 0.00017
Iteration: 98, Log-Lik: -15821.990, Max-Change: 0.00017
Iteration: 99, Log-Lik: -15821.990, Max-Change: 0.00019
Iteration: 100, Log-Lik: -15821.990, Max-Change: 0.00015
Iteration: 101, Log-Lik: -15821.990, Max-Change: 0.00018
Iteration: 102, Log-Lik: -15821.990, Max-Change: 0.00017
Iteration: 103, Log-Lik: -15821.989, Max-Change: 0.00017
Iteration: 104, Log-Lik: -15821.989, Max-Change: 0.00016
Iteration: 105, Log-Lik: -15821.989, Max-Change: 0.00018
Iteration: 106, Log-Lik: -15821.989, Max-Change: 0.00015
Iteration: 107, Log-Lik: -15821.989, Max-Change: 0.00017
Iteration: 108, Log-Lik: -15821.989, Max-Change: 0.00016
Iteration: 109, Log-Lik: -15821.989, Max-Change: 0.00016
Iteration: 110, Log-Lik: -15821.989, Max-Change: 0.00015
Iteration: 111, Log-Lik: -15821.989, Max-Change: 0.00017
Iteration: 112, Log-Lik: -15821.989, Max-Change: 0.00014
Iteration: 113, Log-Lik: -15821.989, Max-Change: 0.00016
Iteration: 114, Log-Lik: -15821.989, Max-Change: 0.00015
Iteration: 115, Log-Lik: -15821.989, Max-Change: 0.00015
Iteration: 116, Log-Lik: -15821.989, Max-Change: 0.00014
Iteration: 117, Log-Lik: -15821.989, Max-Change: 0.00017
Iteration: 118, Log-Lik: -15821.989, Max-Change: 0.00013
Iteration: 119, Log-Lik: -15821.989, Max-Change: 0.00015
Iteration: 120, Log-Lik: -15821.989, Max-Change: 0.00015
Iteration: 121, Log-Lik: -15821.989, Max-Change: 0.00014
Iteration: 122, Log-Lik: -15821.989, Max-Change: 0.00014
Iteration: 123, Log-Lik: -15821.989, Max-Change: 0.00016
Iteration: 124, Log-Lik: -15821.989, Max-Change: 0.00013
Iteration: 125, Log-Lik: -15821.989, Max-Change: 0.00015
Iteration: 126, Log-Lik: -15821.989, Max-Change: 0.00014
Iteration: 127, Log-Lik: -15821.989, Max-Change: 0.00014
Iteration: 128, Log-Lik: -15821.989, Max-Change: 0.00013
Iteration: 129, Log-Lik: -15821.989, Max-Change: 0.00015
Iteration: 130, Log-Lik: -15821.989, Max-Change: 0.00012
Iteration: 131, Log-Lik: -15821.988, Max-Change: 0.00014
Iteration: 132, Log-Lik: -15821.988, Max-Change: 0.00013
Iteration: 133, Log-Lik: -15821.988, Max-Change: 0.00013
Iteration: 134, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 135, Log-Lik: -15821.988, Max-Change: 0.00014
Iteration: 136, Log-Lik: -15821.988, Max-Change: 0.00011
Iteration: 137, Log-Lik: -15821.988, Max-Change: 0.00013
Iteration: 138, Log-Lik: -15821.988, Max-Change: 0.00013
Iteration: 139, Log-Lik: -15821.988, Max-Change: 0.00013
Iteration: 140, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 141, Log-Lik: -15821.988, Max-Change: 0.00014
Iteration: 142, Log-Lik: -15821.988, Max-Change: 0.00011
Iteration: 143, Log-Lik: -15821.988, Max-Change: 0.00013
Iteration: 144, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 145, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 146, Log-Lik: -15821.988, Max-Change: 0.00011
Iteration: 147, Log-Lik: -15821.988, Max-Change: 0.00013
Iteration: 148, Log-Lik: -15821.988, Max-Change: 0.00010
Iteration: 149, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 150, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 151, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 152, Log-Lik: -15821.988, Max-Change: 0.00011
Iteration: 153, Log-Lik: -15821.988, Max-Change: 0.00013
Iteration: 154, Log-Lik: -15821.988, Max-Change: 0.00010
Iteration: 155, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 156, Log-Lik: -15821.988, Max-Change: 0.00011
Iteration: 157, Log-Lik: -15821.988, Max-Change: 0.00011
Iteration: 158, Log-Lik: -15821.988, Max-Change: 0.00010
Iteration: 159, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 160, Log-Lik: -15821.988, Max-Change: 0.00010
summary(DGS_IRT_1)
##           F1    h2
## DGS_4  0.328 0.108
## DGS_12 0.571 0.327
## DGS_15 0.603 0.363
## DGS_17 0.636 0.405
## DGS_19 0.486 0.236
## DGS_22 0.320 0.103
## DGS_32 0.537 0.288
## DGS_33 0.667 0.445
## DGS_49 0.490 0.240
## DGS_56 0.540 0.292
## DGS_60 0.602 0.362
## DGS_75 0.470 0.221
## 
## SS loadings:  3.39 
## Proportion Var:  0.282 
## 
## Factor correlations: 
## 
##    F1
## F1  1
coef(DGS_IRT_1, IRTpars = T)
## $DGS_4
##        a1     b1     b2     b3     b4    b5    b6 c
## par 0.591 -2.631 -1.591 -2.407 -1.024 0.493 2.719 0
## 
## $DGS_12
##        a1     b1     b2     b3     b4     b5    b6 c
## par 1.185 -2.567 -2.195 -2.448 -1.481 -0.326 1.272 0
## 
## $DGS_15
##        a1     b1     b2     b3    b4     b5    b6 c
## par 1.286 -1.583 -2.873 -1.624 -1.51 -0.277 1.243 0
## 
## $DGS_17
##        a1    b1     b2    b3     b4     b5    b6 c
## par 1.403 -1.61 -2.238 -1.86 -1.418 -0.182 1.195 0
## 
## $DGS_19
##        a1     b1     b2    b3     b4  b5    b6 c
## par 0.945 -2.555 -1.606 -2.13 -0.464 0.9 2.306 0
## 
## $DGS_22
##        a1     b1     b2     b3    b4    b5    b6 c
## par 0.576 -2.362 -2.273 -2.957 -1.32 0.312 2.413 0
## 
## $DGS_32
##        a1     b1     b2     b3     b4     b5    b6 c
## par 1.083 -2.173 -1.937 -1.741 -1.263 -0.187 1.193 0
## 
## $DGS_33
##        a1     b1     b2     b3     b4     b5    b6 c
## par 1.525 -2.456 -1.809 -1.981 -1.287 -0.526 1.061 0
## 
## $DGS_49
##        a1     b1     b2     b3    b4    b5    b6 c
## par 0.957 -1.818 -1.546 -1.126 -0.12 1.144 2.043 0
## 
## $DGS_56
##        a1    b1     b2     b3     b4    b5    b6 c
## par 1.092 -2.11 -1.563 -1.132 -0.581 0.865 1.968 0
## 
## $DGS_60
##        a1     b1    b2     b3    b4    b5    b6 c
## par 1.282 -1.707 -2.01 -1.862 -1.04 0.168 1.182 0
## 
## $DGS_75
##        a1    b1    b2     b3     b4   b5    b6 c
## par 0.907 -3.19 -1.82 -1.722 -0.461 0.65 2.104 0
## 
## $GroupPars
##     MEAN_1 COV_11
## par      0      1
#itemplot(DGS_IRT_1, 1, type = "trace")
itemplot(DGS_IRT_1, 1, type = "info")

plot(DGS_IRT_1, type = "trace")

plot(DGS_IRT_1, type = "info")

plot(DGS_IRT_1) #expected score curve

#person fit
fscores(DGS_IRT_1) #factor score for each participants
##                   F1
##   [1,] -0.6122080758
##   [2,]  1.3397107533
##   [3,] -0.9821649290
##   [4,]  0.6953843981
##   [5,] -1.2569052367
##   [6,] -0.7486477398
##   [7,]  0.1781171593
##   [8,] -0.2930523856
##   [9,]  0.7246485057
##  [10,] -1.0391882847
##  [11,]  0.6661456651
##  [12,]  0.1540130826
##  [13,] -0.2784002898
##  [14,] -0.1171918647
##  [15,]  0.1895241226
##  [16,]  0.4913630108
##  [17,]  0.4466743047
##  [18,]  1.5012962679
##  [19,] -0.0669343233
##  [20,]  0.6669321362
##  [21,] -1.3917483513
##  [22,] -0.3872826347
##  [23,]  0.4294873308
##  [24,]  0.0266567690
##  [25,]  0.2486013133
##  [26,] -1.2462124362
##  [27,] -0.9790701838
##  [28,]  0.6106980570
##  [29,] -0.0030982972
##  [30,] -0.3920670224
##  [31,] -0.0952918183
##  [32,]  1.2751470002
##  [33,] -0.1060999605
##  [34,] -0.0482487067
##  [35,] -0.9182044154
##  [36,]  0.7935212554
##  [37,] -0.0348345212
##  [38,] -0.7763555874
##  [39,] -0.4123942404
##  [40,] -0.9263233354
##  [41,] -0.0226591392
##  [42,] -1.2983367536
##  [43,]  0.8654083677
##  [44,] -0.1206047379
##  [45,] -0.0945462349
##  [46,] -0.9121164537
##  [47,]  0.9157983629
##  [48,] -1.4460816199
##  [49,]  0.1345422361
##  [50,]  0.2033962264
##  [51,] -1.3980217692
##  [52,]  0.8258022469
##  [53,]  1.2946571280
##  [54,]  0.0490319237
##  [55,]  0.2508287362
##  [56,]  2.3670772503
##  [57,] -1.0165449588
##  [58,] -0.7476425259
##  [59,] -0.1861894985
##  [60,] -0.5125971811
##  [61,]  0.7121668641
##  [62,] -0.8097549859
##  [63,] -0.6271380960
##  [64,]  0.4133311241
##  [65,] -1.0237484125
##  [66,] -0.3804197960
##  [67,] -0.6810325666
##  [68,]  0.0954781454
##  [69,]  0.0754841186
##  [70,]  0.2833677474
##  [71,]  0.7762464746
##  [72,]  0.3539191515
##  [73,]  1.5628186063
##  [74,]  0.0459673456
##  [75,] -0.4894907428
##  [76,] -0.6303433017
##  [77,] -1.1085440493
##  [78,] -0.1879450711
##  [79,]  1.9422296304
##  [80,] -0.8645539944
##  [81,] -0.5955334118
##  [82,]  0.5267936926
##  [83,] -0.4146204867
##  [84,] -0.6453895054
##  [85,]  0.1503533025
##  [86,]  0.7395559385
##  [87,]  0.3449193574
##  [88,] -1.0183199220
##  [89,] -0.6679905791
##  [90,] -0.1246587162
##  [91,] -0.1949271896
##  [92,] -0.3840676821
##  [93,]  1.3615038896
##  [94,] -0.4366330902
##  [95,]  1.1362808176
##  [96,] -2.0073402022
##  [97,] -0.2323659198
##  [98,] -0.8596181877
##  [99,]  0.2530874460
## [100,] -0.9350208173
## [101,]  0.6587135486
## [102,]  0.0573602564
## [103,] -0.2819953415
## [104,] -1.2075626759
## [105,] -1.2737100778
## [106,]  0.1517115662
## [107,]  2.5252259820
## [108,] -0.1147169205
## [109,] -0.4829164910
## [110,]  2.3294257711
## [111,] -0.2982306067
## [112,] -0.8367865934
## [113,]  0.1116674322
## [114,] -0.0228876499
## [115,] -0.9032307863
## [116,]  0.2005408707
## [117,]  0.7563579980
## [118,]  0.2995090769
## [119,]  0.4864355034
## [120,]  0.2041768541
## [121,]  1.1394638343
## [122,] -0.2659021417
## [123,] -0.1691080351
## [124,] -1.1678353241
## [125,]  1.6545838308
## [126,] -1.1098278156
## [127,] -0.9043441452
## [128,]  0.8392440176
## [129,]  0.1107267791
## [130,] -1.2044336862
## [131,]  0.5252715011
## [132,]  0.5359193668
## [133,] -0.4466302846
## [134,] -0.6026889698
## [135,] -0.1546574051
## [136,] -1.5444696085
## [137,] -1.1266859715
## [138,] -0.6733338525
## [139,]  0.6615086433
## [140,] -0.5741691454
## [141,] -0.6450847167
## [142,]  0.1230467971
## [143,] -0.4389323301
## [144,] -1.0105043812
## [145,]  0.0495662716
## [146,] -0.2036632605
## [147,]  0.8998513912
## [148,]  0.5621587463
## [149,] -1.4294666732
## [150,] -0.6154543140
## [151,]  0.8076295262
## [152,] -0.3512930993
## [153,] -0.3405610095
## [154,] -1.5867640682
## [155,] -0.3627020675
## [156,]  0.8469160142
## [157,]  0.7604626477
## [158,] -0.0133446666
## [159,]  0.7714965585
## [160,]  2.3502459762
## [161,] -0.2745293130
## [162,] -0.8796809436
## [163,] -1.5501788453
## [164,] -0.5231012789
## [165,] -0.4680844250
## [166,] -0.8786644533
## [167,]  1.2459442798
## [168,] -1.1647198338
## [169,]  0.0890462691
## [170,] -1.0476066003
## [171,]  0.5174862593
## [172,] -0.7912193734
## [173,] -0.9470351234
## [174,]  0.2476215052
## [175,]  3.0244769194
## [176,] -0.0560164935
## [177,] -0.7283165860
## [178,] -0.3559370091
## [179,]  0.5826879332
## [180,] -0.2635934880
## [181,] -0.7554043424
## [182,] -0.2715912208
## [183,]  0.2960122814
## [184,]  0.6379373321
## [185,] -0.9183265605
## [186,]  0.0741616111
## [187,]  0.3850899512
## [188,] -0.8625284020
## [189,]  0.5283376987
## [190,] -0.3210392612
## [191,] -0.6755907179
## [192,]  0.4997883451
## [193,]  0.4645358486
## [194,] -0.0206325769
## [195,] -1.1001944343
## [196,]  2.1892797623
## [197,] -1.6881861340
## [198,]  0.1274502906
## [199,] -0.2421934167
## [200,]  0.7917220207
## [201,]  1.0921130805
## [202,] -0.1224212207
## [203,] -0.3111361930
## [204,] -0.8526013997
## [205,]  0.4705101483
## [206,] -0.5216868507
## [207,] -0.5113536401
## [208,]  0.6891950553
## [209,]  3.0244769194
## [210,]  2.5278714197
## [211,]  0.3062133107
## [212,] -0.3201858304
## [213,] -1.1239246399
## [214,] -0.1604852739
## [215,] -0.7598976010
## [216,]  0.7066562251
## [217,]  0.2634918351
## [218,] -1.0547602297
## [219,] -0.8225132623
## [220,]  0.6256278737
## [221,] -1.2249781482
## [222,]  1.7927793704
## [223,] -0.9514165328
## [224,] -0.2942471577
## [225,] -0.7592239136
## [226,] -1.8440921298
## [227,]  0.3522312654
## [228,]  0.0762273780
## [229,]  0.2362858846
## [230,]  0.2466610127
## [231,] -0.7941727247
## [232,] -0.5578653845
## [233,]  0.3371636007
## [234,] -0.4452392837
## [235,]  0.7505927409
## [236,] -1.0272935341
## [237,] -0.1001461839
## [238,]  1.7230481802
## [239,] -0.2335235328
## [240,]  0.3368836365
## [241,] -0.1458628327
## [242,] -0.6524003663
## [243,]  1.0844702360
## [244,]  1.6954360386
## [245,]  0.9387455444
## [246,] -1.0005996105
## [247,] -1.6566262664
## [248,] -0.4124760798
## [249,] -0.8578557827
## [250,] -0.0233945775
## [251,]  1.1273157997
## [252,]  0.7682173243
## [253,] -1.1526636507
## [254,] -1.0535903883
## [255,] -0.6369907841
## [256,]  0.0682219924
## [257,] -0.8907923806
## [258,] -0.3195106258
## [259,] -0.3533205801
## [260,]  0.8998513912
## [261,] -0.8338100040
## [262,] -1.1905571824
## [263,] -0.6247991421
## [264,] -1.4677956343
## [265,] -0.6639211028
## [266,] -2.8998889536
## [267,] -0.3188846770
## [268,]  0.6593968709
## [269,]  0.0324045947
## [270,] -0.3431711627
## [271,] -0.5456061750
## [272,] -0.5203166162
## [273,] -0.8234611186
## [274,] -1.4293145946
## [275,] -1.2122598777
## [276,]  1.1024936201
## [277,]  0.1319403857
## [278,] -1.3531318686
## [279,] -1.5207494708
## [280,] -1.5612616348
## [281,]  0.0089243213
## [282,] -0.1565752870
## [283,] -0.8470076877
## [284,] -0.7167977096
## [285,] -0.1914445208
## [286,] -0.5342151622
## [287,]  0.7177806907
## [288,]  0.9662409447
## [289,]  0.1772218680
## [290,]  0.0088391715
## [291,]  1.2510056548
## [292,] -0.3691064745
## [293,]  0.6758218817
## [294,] -0.3066605679
## [295,]  0.0498764293
## [296,]  0.2594942396
## [297,]  0.4793269794
## [298,] -0.2668683486
## [299,]  0.4327495201
## [300,]  0.3497894415
## [301,]  0.2555610658
## [302,]  0.1940641198
## [303,]  0.4564232496
## [304,] -0.8233665281
## [305,]  0.7260420963
## [306,]  1.0548125054
## [307,]  0.3530560733
## [308,]  0.5305378859
## [309,]  1.5018446645
## [310,] -0.9638670112
## [311,] -0.1113383923
## [312,]  2.3978717315
## [313,] -0.2836767230
## [314,]  0.2352050308
## [315,] -1.0971799179
## [316,] -0.9472652849
## [317,]  0.7354938757
## [318,] -0.8541569498
## [319,] -0.5557687777
## [320,] -0.1852390456
## [321,] -0.5417544136
## [322,]  0.9687095014
## [323,] -0.2833245138
## [324,] -0.4889037120
## [325,] -0.5638303014
## [326,]  0.2282230900
## [327,] -0.8437052233
## [328,] -0.1901267181
## [329,] -0.2751999215
## [330,]  0.8146099814
## [331,]  0.7084140049
## [332,]  0.0605611144
## [333,]  1.5438835105
## [334,] -0.8327092279
## [335,]  0.9905820723
## [336,] -0.0255244694
## [337,]  0.2691202529
## [338,]  0.1005260429
## [339,]  0.6104645107
## [340,] -0.7964627984
## [341,]  1.1387111527
## [342,] -0.3652755123
## [343,] -1.5149999856
## [344,]  0.7714610764
## [345,]  3.0244769194
## [346,] -1.4958593457
## [347,] -0.2169260065
## [348,] -0.8509592989
## [349,] -0.3452447276
## [350,] -0.1240069544
## [351,] -0.2314652749
## [352,] -0.3569717128
## [353,] -0.1700573103
## [354,] -0.7950274248
## [355,] -0.1810734582
## [356,]  0.9784425925
## [357,] -0.8307075185
## [358,] -0.8530888156
## [359,] -0.5818642430
## [360,] -1.4957423487
## [361,] -0.2719059836
## [362,] -1.0859410164
## [363,] -3.6708706736
## [364,] -2.0231298534
## [365,] -0.0850078029
## [366,] -0.5827929346
## [367,]  0.2921656041
## [368,] -0.0995382472
## [369,] -1.8133056628
## [370,] -1.2558614051
## [371,] -1.0680144777
## [372,]  0.1130870578
## [373,] -0.9876234481
## [374,]  0.4045589011
## [375,] -1.2335425201
## [376,] -0.8604772595
## [377,] -1.1641339811
## [378,]  0.9088139294
## [379,] -0.3638359653
## [380,] -0.8691577546
## [381,] -0.6029082486
## [382,]  1.8516512428
## [383,] -0.0377439227
## [384,]  1.0332935146
## [385,]  0.0533066687
## [386,] -2.0561278138
## [387,] -0.2363129328
## [388,] -0.5793679589
## [389,]  0.9882065683
## [390,]  0.4949581586
## [391,]  0.3278448152
## [392,] -0.2269349412
## [393,]  0.2814053384
## [394,] -0.9042912055
## [395,] -0.9364232280
## [396,]  0.5705897149
## [397,]  1.5299566845
## [398,] -0.6364369118
## [399,]  0.8998513912
## [400,] -0.1276154319
## [401,] -0.9520909188
## [402,]  0.1649516847
## [403,] -0.1394129373
## [404,]  0.3774526011
## [405,] -1.2425210708
## [406,] -1.1841861773
## [407,] -1.5676245574
## [408,]  0.1298185234
## [409,] -1.0592420533
## [410,] -0.5793009552
## [411,] -0.2494079408
## [412,] -0.0303403268
## [413,]  0.1362379461
## [414,] -0.4570423102
## [415,] -0.3329290878
## [416,]  0.7691823739
## [417,] -1.5995602878
## [418,]  1.0088056130
## [419,]  0.2125938602
## [420,] -0.7350131664
## [421,] -0.1995934424
## [422,] -0.1040741144
## [423,] -0.3850731893
## [424,]  0.4555138805
## [425,] -0.5296540393
## [426,] -0.0047677799
## [427,] -0.4543016222
## [428,]  3.0244769194
## [429,]  0.1554504900
## [430,] -0.7392834386
## [431,]  1.2154464831
## [432,] -0.9800754094
## [433,]  0.1376495750
## [434,]  0.6540193730
## [435,]  1.3496946938
## [436,]  0.6853066479
## [437,] -0.6667401928
## [438,]  0.9738855905
## [439,]  0.3506194541
## [440,]  0.0070538370
## [441,]  0.0751027371
## [442,]  1.0226062963
## [443,]  0.6403654428
## [444,]  0.2335734417
## [445,] -0.1134362477
## [446,]  0.4825766402
## [447,] -1.2015348220
## [448,] -0.3179524836
## [449,] -0.1421259305
## [450,]  0.7119426829
## [451,]  1.7920075059
## [452,] -2.0316445764
## [453,] -0.8780420561
## [454,] -0.8890930139
## [455,]  0.9480327903
## [456,]  0.7834001778
## [457,]  0.0418672175
## [458,] -0.2620219508
## [459,]  2.6262313813
## [460,] -0.8379503423
## [461,] -0.3002114801
## [462,]  0.9125853678
## [463,]  1.1273860744
## [464,] -0.8977769857
## [465,] -0.1583964597
## [466,]  0.4405249217
## [467,] -1.2305602125
## [468,]  1.4664760190
## [469,] -0.8291524265
## [470,] -1.0133990315
## [471,]  0.7383677504
## [472,]  0.9964291411
## [473,] -0.7226217934
## [474,] -0.3728504018
## [475,] -0.3052304034
## [476,]  0.7338689323
## [477,]  1.1903919371
## [478,] -0.0563005414
## [479,] -1.0681189575
## [480,] -0.4718339818
## [481,]  0.4192655283
## [482,] -0.2359444638
## [483,]  1.7314498644
## [484,] -0.9271941064
## [485,]  0.6395236453
## [486,] -0.3489816079
## [487,] -0.8346798498
## [488,]  1.7492918069
## [489,] -0.7873040142
## [490,]  0.2570488491
## [491,]  0.9244588173
## [492,] -0.2728736159
## [493,]  0.4410200098
## [494,]  0.4816798307
## [495,] -0.4531966068
## [496,] -0.0708286376
## [497,]  1.4545046585
## [498,] -0.6025623575
## [499,] -1.0212863844
## [500,] -1.8470387005
## [501,] -0.2329254259
## [502,] -0.3261055901
## [503,]  1.1835009801
## [504,] -1.2976311045
## [505,]  0.5219306232
## [506,] -0.3398257595
## [507,]  0.4249478542
## [508,] -0.9390037072
## [509,] -0.1969288595
## [510,]  0.4227164438
## [511,] -0.8080275997
## [512,] -0.5059236032
## [513,]  0.8337993523
## [514,] -0.5070137604
## [515,] -0.4174369960
## [516,] -0.1264328966
## [517,]  0.0001424208
## [518,] -0.9728118999
## [519,]  0.2197420580
## [520,] -0.0264103061
## [521,]  0.4368211251
## [522,] -0.0619390288
## [523,]  2.0540530338
## [524,] -0.1975232370
## [525,]  0.8984960498
## [526,]  0.6240519652
## [527,] -1.2728992263
## [528,] -0.5431642691
## [529,] -0.0216195560
## [530,] -0.2648908662
## [531,]  1.2102225262
## [532,]  2.1491486402
## [533,] -1.1272348409
## [534,] -0.3519588466
## [535,] -0.1852390456
## [536,] -0.3278937987
## [537,] -0.6493532772
## [538,] -1.1682225182
## [539,] -0.4786067880
## [540,] -0.1870885285
## [541,]  0.1023110584
## [542,] -1.5467950845
## [543,] -0.3967872024
## [544,] -1.5434469508
## [545,]  1.0824073454
## [546,]  0.8848692288
## [547,]  0.8297600860
## [548,] -0.5291588482
## [549,] -1.9384265446
## [550,]  0.9002977652
## [551,]  0.1884133326
## [552,]  2.4667132416
## [553,]  0.3421672963
## [554,] -0.5225447393
## [555,]  0.0582079329
## [556,]  2.5278714197
## [557,]  0.1261715756
## [558,]  1.4490859192
## [559,]  0.2402761764
## [560,] -1.1127519638
## [561,]  0.6602690280
## [562,] -0.0857427096
## [563,] -1.5779759127
## [564,]  0.1337723718
## [565,]  0.1336770151
## [566,]  0.8998513912
## [567,]  0.3457107983
## [568,]  0.3425554951
## [569,] -0.0630559058
## [570,] -0.8956540918
## [571,]  1.2154848440
## [572,] -0.3594203251
## [573,] -0.0552715579
## [574,] -0.6233093228
## [575,] -0.9824657309
## [576,] -0.5594407696
## [577,] -0.3978524817
## [578,] -0.7172007127
## [579,]  0.6355621934
## [580,]  0.0163885661
## [581,] -1.0494432030
## [582,] -1.0343523197
## [583,] -0.1629357696
## [584,]  1.2811122857
## [585,] -1.0042750576
## [586,]  2.0143351928
## [587,] -0.9736886697
## [588,] -0.3216718291
## [589,]  0.1432299459
## [590,]  0.7691562133
## [591,]  1.1303199843
## [592,]  0.3421672963
## [593,]  2.1481964068
## [594,]  0.8900191411
## [595,]  1.5796102911
## [596,] -0.3149139609
## [597,] -0.1010458186
## [598,] -0.0645050495
## [599,] -0.4298911419
## [600,] -1.2965541085
## [601,] -0.2902058755
## [602,] -0.4945194581
## [603,] -0.3460153399
## [604,]  0.9138417639
## [605,] -0.2455260476
## [606,] -0.4525544830
## [607,]  0.0036901911
## [608,] -0.5450018538
## [609,] -0.3597007700
## [610,] -0.7075848059
## [611,]  2.3775359697
## [612,] -1.6037936506
## [613,] -0.4001304272
## [614,]  1.3694215745
## [615,]  2.4806245443
## [616,]  0.7026970456
## [617,] -1.0321083891
## [618,]  0.8492808774
## [619,] -0.4612590915
## [620,]  0.1699604871
## [621,] -0.5791209901
## [622,] -0.6409748352
## [623,]  0.6969147986
## [624,] -0.7476845072
## [625,]  1.3081509710
## [626,] -1.9439105243
## [627,]  0.4446817501
## [628,] -0.8687630088
## [629,] -1.3846506204
## [630,]  0.5815063672
## [631,] -0.9153122741
## [632,]  0.2214178674
## [633,]  0.1544591761
## [634,] -0.4924709881
## [635,]  0.0689862339
## [636,] -0.6953158128
## [637,] -1.1894495502
## [638,]  0.4826524987
## [639,]  1.6208674558
## [640,]  0.3139662489
## [641,]  0.5272014723
## [642,]  0.4379291120
## [643,]  0.7114746810
## [644,] -1.0188407430
## [645,] -0.4216335460
## [646,]  0.1576614130
## [647,] -0.0396778756
## [648,] -0.5359983602
## [649,]  0.1682079721
## [650,] -0.7169997162
## [651,] -0.0105486314
## [652,]  0.1843443626
## [653,]  0.7408079259
## [654,]  0.3586310668
## [655,]  1.1354456814
## [656,]  0.5174660686
## [657,] -0.2015495830
## [658,]  0.8520148123
## [659,]  0.2193425193
## [660,]  0.5826879332
## [661,]  0.0840787871
## [662,] -0.3399433686
## [663,] -1.1921377268
## [664,]  0.3747382244
## [665,]  0.9050102546
## [666,] -0.9895402804
## [667,] -0.7588653664
## [668,] -1.2299605134
## [669,]  1.1432371740
## [670,] -0.5046580890
## [671,]  1.0426917365
## [672,]  2.0080396041
## [673,]  0.4713432241
## [674,]  1.3168727665
## [675,] -1.3325967317
## [676,] -0.7419740363
## [677,] -0.8560905771
## [678,] -0.1839599998
## [679,] -0.2698941986
## [680,]  0.1678061787
## [681,]  0.6301364902
## [682,]  1.5515911246
## [683,]  0.7338689323
## [684,]  2.1717225435
## [685,]  0.8234456770
## [686,] -0.3769081639
## [687,]  1.0332935146
## [688,]  3.0244769194
## [689,]  1.0101061179
## [690,]  0.7714965585
## [691,] -0.1367600058
## [692,]  0.1190846311
## [693,]  0.0043698949
## [694,]  1.4110700374
## [695,] -0.1357532025
## [696,]  1.0599091341
## [697,]  0.0605229836
## [698,] -0.2021939664
## [699,] -0.3099257778
## [700,]  0.1833155579
## [701,] -0.1892213903
## [702,] -0.6279821325
## [703,] -0.1725512007
## [704,] -1.3385596829
## [705,] -1.1989259768
## [706,] -0.0432713666
## [707,]  0.0360027384
## [708,] -0.6979147138
## [709,]  0.3588725002
## [710,]  0.0712044998
## [711,] -1.1648694163
## [712,]  0.3712333902
## [713,] -0.8624476266
## [714,]  1.8589048684
## [715,]  0.6189131471
## [716,]  3.0244769194
## [717,] -0.4837605072
## [718,]  0.8759093361
## [719,] -0.0174570805
## [720,]  0.2594182447
## [721,] -0.8851774652
## [722,]  1.4485794025
## [723,]  1.3070527211
## [724,] -1.2157006880
## [725,] -1.2893062186
## [726,]  1.9545421145
## [727,] -0.5951404040
## [728,] -0.3427472074
## [729,]  1.2011717970
## [730,]  0.9746405363
## [731,]  0.0004181488
## [732,] -0.1373809768
## [733,] -0.8963729272
## [734,]  0.6727389648
## [735,] -0.3118262734
## [736,]  0.3198545091
## [737,] -1.1719902200
## [738,] -0.0546683401
## [739,]  0.0065235123
## [740,] -0.6132268193
## [741,]  0.8286364866
## [742,]  0.6256328674
## [743,]  0.6953843981
## [744,] -0.5114694641
## [745,]  0.3848391793
## [746,]  0.2063263880
## [747,]  1.1078304990
## [748,] -0.1523511160
## [749,]  1.1928292130
## [750,]  1.7728280499
## [751,] -0.4470719908
## [752,] -0.6057178849
## [753,] -0.7980324509
## [754,] -1.1423652279
## [755,] -0.2622631916
## [756,]  1.8279823350
## [757,] -0.5069547458
## [758,]  0.1420650530
## [759,] -1.0671075235
## [760,]  1.4438137405
## [761,] -0.1329882114
## [762,]  0.6355621934
## [763,] -1.1783181341
## [764,] -1.0041641518
## [765,]  0.0547004054
## [766,] -0.2778768354
## [767,] -0.2854583899
## [768,]  1.1229434346
## [769,] -0.0330134729
## [770,] -0.8909679323
## [771,] -1.3928415496
## [772,]  0.4909407824
## [773,] -0.9877953953
## [774,]  1.5577633973
## [775,]  0.0158856401
## [776,]  1.2694719653
## [777,] -0.6683450782
## [778,]  0.1203919057
## [779,]  0.7910223281
## [780,]  0.2324170873
## [781,] -0.0855767664
## [782,]  1.4457378027
## [783,] -0.5894129186
## [784,]  2.5070515945
## [785,] -0.1594472197
## [786,]  0.7634800745
## [787,] -0.1986983747
## [788,]  0.8729681338
## [789,] -0.5618146718
## [790,] -0.2723813826
## [791,] -0.5996499302
## [792,]  1.2847226397
## [793,] -0.1056731984
## [794,]  0.2808471227
## [795,]  0.2746792715
## [796,] -0.7339043303
## [797,] -0.9808672308
## [798,] -0.7430684276
## [799,] -0.3301146301
## [800,] -0.6873955872
## [801,] -0.4774795338
## [802,]  0.3952410294
## [803,] -0.0464692771
## [804,]  0.8220783380
## [805,] -0.4973920871
## [806,] -0.3520397754
## [807,]  0.8221312895
## [808,] -0.5184936836
## [809,]  0.1732371531
## [810,] -0.8224230472
## [811,] -0.1849805035
## [812,]  1.2171682734
## [813,] -0.9944618377
## [814,] -1.0380010153
## [815,] -0.2249295560
## [816,]  0.8043911052
## [817,]  1.6786580184
## [818,] -0.0392575651
## [819,]  2.8550767292
## [820,] -0.5031512083
## [821,]  0.0993374993
## [822,] -0.5924822124
## [823,] -0.0657415341
## [824,]  0.0657975252
## [825,] -0.6671853195
## [826,] -0.5177983402
## [827,]  3.0244769194
## [828,] -1.7041965894
## [829,] -1.1641339811
## [830,]  1.1271517499
## [831,] -0.7715181507
## [832,] -1.0135023582
## [833,] -0.8762287443
## [834,] -0.2971365572
## [835,]  0.6548079800
## [836,]  0.6257865616
## [837,] -0.4033767329
## [838,]  0.8895716652
## [839,] -0.1552571811
## [840,] -0.5270792983
## [841,]  0.0541776206
## [842,] -1.0643697816
## [843,]  0.3126853681
## [844,] -0.8279989683
## [845,] -0.2522674082
## [846,]  0.8351204646
## [847,]  0.0899840890
## [848,] -0.5080965547
## [849,]  0.5482689192
## [850,]  0.0331690818
## [851,] -1.4003584576
## [852,] -0.2016458465
## [853,] -0.3711043916
## [854,]  2.0316709463
## [855,]  0.8685495702
## [856,]  1.8713371608
## [857,] -0.5679398270
## [858,] -0.6087000266
## [859,] -0.4674274109
## [860,] -2.1308402773
## [861,] -1.1075031276
## [862,] -1.1971313378
## [863,] -1.2419423854
## [864,]  0.2182605141
## [865,]  0.9002267350
## [866,]  1.0184269325
## [867,] -0.9203641406
## [868,]  1.2749978437
## [869,]  1.8557620759
## [870,] -0.4292468111
## [871,] -0.6043392113
## [872,] -1.1572911258
## [873,]  1.1468810798
## [874,] -0.4308822048
## [875,] -0.0163150828
## [876,] -1.1550019775
## [877,] -0.3925513222
## [878,]  0.1131052616
## [879,] -0.1779087756
## [880,]  1.6694853530
## [881,]  2.3049340729
## [882,]  0.1065119422
## [883,]  1.0466992400
## [884,]  1.0484095353
## [885,]  0.6487167007
## [886,]  0.1393248694
## [887,]  1.0538264789
## [888,] -1.6274461596
## [889,]  1.1095279758
## [890,]  0.1660205389
## [891,] -1.1760964590
## [892,]  0.7099726859
## [893,] -1.3497547467
## [894,]  0.6336640003
## [895,]  0.3791729992
## [896,] -0.6817704935
## [897,] -0.1958964315
## [898,]  0.7193099072
## [899,]  1.4963093987
## [900,]  0.6953843981
## [901,]  0.6327255373
## [902,] -1.3142000917
## [903,] -0.8803501556
## [904,]  1.9708117988
## [905,] -1.2649593708
## [906,] -0.4153483181
## [907,]  1.9609307663
## [908,]  2.8550767292
## [909,]  0.9100177032
## [910,] -1.7399182305
## [911,] -0.4643335646
## [912,] -0.6985001438
## [913,]  0.6249165459
## [914,]  0.0436351292
## [915,] -1.1442147415
## [916,] -0.9808045261
## [917,] -2.9353296767
## [918,] -0.9744209365
## [919,] -0.0875392578
## [920,] -0.6620677143
## [921,]  1.3559977266
## [922,]  0.6497778008
## [923,]  0.9525106620
## [924,] -0.7371951578
## [925,]  1.2413082921
## [926,]  1.6378855148
## [927,] -1.7487532085
## [928,] -1.4460276343
## [929,] -0.4084085035
## [930,] -0.2639485042
## [931,] -0.6219098784
## [932,]  1.0063484838
## [933,]  0.7951355043
## [934,]  0.7508032016
## [935,]  2.3993744687
## [936,]  2.4098319878
## [937,]  2.8592877096
## [938,]  0.8501850625
## [939,]  0.7510392249
## [940,] -0.8830911066
## [941,]  0.0387829486
## [942,]  1.7728582934
## [943,]  1.7861127132
## [944,] -0.2241759781
## [945,]  1.1219860803
## [946,] -0.1918704934
## [947,] -0.7267675360
## [948,] -0.9610533043
## [949,] -1.7486006750
## [950,] -0.3500031128
## [951,]  2.3821138039
## [952,]  0.0711032677
## [953,] -0.0116352051
## [954,] -0.4587860528
## [955,]  0.6444892984
## [956,]  1.2121968896
## [957,]  2.2586957714
## [958,]  0.4703041412
## [959,] -0.8491979660
## [960,]  0.2218362744
mirt::itemfit(DGS_IRT_1)
##      item    S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1   DGS_4 134.020     120      0.011  0.180
## 2  DGS_12  91.046      80      0.012  0.187
## 3  DGS_15  97.524      88      0.011  0.229
## 4  DGS_17  78.388      84      0.000  0.652
## 5  DGS_19 122.274     105      0.013  0.119
## 6  DGS_22 150.507     119      0.017  0.027
## 7  DGS_32 106.032     101      0.007  0.346
## 8  DGS_33  91.291      82      0.011  0.226
## 9  DGS_49 127.580     119      0.009  0.279
## 10 DGS_56 143.998     108      0.019  0.012
## 11 DGS_60  81.298      91      0.000  0.757
## 12 DGS_75 104.995     114      0.000  0.715
mirt::personfit(DGS_IRT_1)
##         outfit     z.outfit      infit       z.infit            Zh
## 1   0.64038988 -0.768731585 0.56173317 -0.9916843891  7.549449e-01
## 2   0.68346841 -0.790367427 0.62590209 -0.9074844468  8.565862e-01
## 3   1.10105054  0.369533943 1.19394118  0.5658841601  2.571065e-03
## 4   0.15165262 -3.291519715 0.17547146 -2.9216703619  2.185228e+00
## 5   0.37224803 -1.923126089 0.35864251 -2.0150002249  1.317171e+00
## 6   0.53810176 -1.100204608 0.45012750 -1.4033657136  8.591826e-01
## 7   0.48675115 -1.323023775 0.43052357 -1.4597022615  1.150768e+00
## 8   2.18310560  2.133065554 2.52012067  2.4779252412 -1.892149e+00
## 9   0.93327889 -0.032174570 1.04237986  0.2404658076  2.910125e-01
## 10  0.38714183 -1.736461722 0.40562838 -1.6783110222  1.407267e+00
## 11  0.45014181 -1.571950598 0.41144171 -1.6345200987  1.400350e+00
## 12  0.42082095 -1.575052121 0.46984671 -1.3093526331  1.326479e+00
## 13  1.86989012  1.698324557 2.21422580  2.1080102025 -9.161271e-01
## 14  0.92974282 -0.012665611 1.04571440  0.2518260000  5.849619e-01
## 15  0.23067453 -2.519005416 0.22510786 -2.4283993062  1.964747e+00
## 16  0.09173092 -3.779595394 0.11590449 -3.3388570003  2.346352e+00
## 17  0.98265466  0.099618996 0.93549829 -0.0009939568  7.089695e-02
## 18  0.43112323 -1.734504419 0.28196967 -2.3312521150  1.566498e+00
## 19  0.32602267 -1.954919469 0.34309916 -1.7853329380  1.711509e+00
## 20  0.38354186 -1.863516436 0.41893516 -1.6035348036  1.557913e+00
## 21  0.53797775 -1.309805902 0.53590645 -1.3295949936  1.129951e+00
## 22  0.52050360 -1.151413674 0.60386024 -0.8429022504  1.090213e+00
## 23  0.82225124 -0.306030188 0.78839662 -0.3665873985  5.006329e-01
## 24  0.41133291 -1.593318318 0.43859937 -1.4082490051  1.301963e+00
## 25  1.09384265  0.354642665 1.18089574  0.5284875993 -3.681774e-01
## 26  0.61415611 -0.960048100 0.58502448 -1.0760050292  1.086792e+00
## 27  0.16313459 -2.967029248 0.17288239 -2.9204796203  1.927278e+00
## 28  3.01152257  3.360871066 2.92067470  3.1068795938 -4.924655e+00
## 29  1.07929745  0.322150145 1.14508479  0.4538949843 -3.602763e-01
## 30  2.81526267  2.891976592 2.51248770  2.4734141932 -2.751217e+00
## 31  0.71920947 -0.552206090 0.82122104 -0.2556828926  6.318302e-01
## 32  1.71886737  1.659046559 1.87642644  1.8275532295 -1.733373e+00
## 33  0.54343188 -1.089428406 0.42831290 -1.4348504634  9.446595e-01
## 34  0.51652726 -1.187003278 0.52422031 -1.0994381236  1.107069e+00
## 35  3.04652020  3.205901905 2.82908113  2.9791391347 -2.812630e+00
## 36  1.71107980  1.593710660 1.76478343  1.6091679597 -1.864888e+00
## 37  0.31616089 -2.007132276 0.27251722 -2.1239280530  1.663229e+00
## 38  0.52404594 -1.150730312 0.49725952 -1.2374025554  8.951173e-01
## 39  0.41788530 -1.528464022 0.40023557 -1.5428721564  1.255398e+00
## 40  0.22064180 -2.548026077 0.25127126 -2.3806650869  1.610027e+00
## 41  0.76163072 -0.439325778 0.79506486 -0.3228578009  6.702919e-01
## 42  0.35727342 -2.027113589 0.37207924 -1.9790441109  1.633053e+00
## 43  1.13063162  0.446928410 1.12958149  0.4348885040 -4.516426e-01
## 44  1.70301700  1.454510589 1.77380110  1.5134630981 -1.974216e+00
## 45  0.55096489 -1.065111562 0.54589398 -1.0255790261  1.020312e+00
## 46  0.67075526 -0.700082530 0.69564955 -0.6317382889  9.986184e-01
## 47  0.49186895 -1.459393191 0.51096489 -1.2873403749  1.321383e+00
## 48  1.93010640  2.059214115 1.75173307  1.7549455477 -2.074237e+00
## 49  2.73301703  2.874386215 3.06511328  3.1197040604 -2.513936e+00
## 50  0.81532957 -0.308929250 0.90478964 -0.0647454967  3.931820e-01
## 51  0.82842174 -0.340748270 0.86264255 -0.2457273311  4.289335e-01
## 52  0.60296225 -1.026115760 0.63935499 -0.8364053498  9.885686e-01
## 53  1.04884094  0.253218633 1.08567085  0.3392084090 -2.223743e-01
## 54  0.73789163 -0.508523009 0.66437389 -0.6762865541  6.169534e-01
## 55  0.29523815 -2.172321489 0.29165486 -2.0810076829  1.800209e+00
## 56  0.40889625 -1.302054643 0.49196254 -1.1150975689  1.222543e+00
## 57  0.41646504 -1.603955305 0.43544081 -1.5449539238  1.102966e+00
## 58  0.78286672 -0.375233780 0.71094196 -0.5644272011  2.031405e-01
## 59  0.21626083 -2.529585706 0.17197429 -2.7040924942  1.874245e+00
## 60  1.02632189  0.208248892 0.84623234 -0.1972120032 -1.767711e-01
## 61  1.11650076  0.411275576 1.06847616  0.2990781519 -2.773718e-01
## 62  0.49310343 -1.263377632 0.49030359 -1.2701032564  1.082894e+00
## 63  0.73842387 -0.490043985 0.69564570 -0.5941639369  4.852996e-01
## 64  2.28441992  2.381902209 2.58047986  2.6538253588 -3.214608e+00
## 65  1.10748155  0.383978485 0.92498387 -0.0361147478 -4.877442e-02
## 66  0.81918048 -0.277873109 0.81111272 -0.2794444989  3.034555e-01
## 67  0.87485131 -0.140932875 0.86575973 -0.1576282968  5.443119e-01
## 68  1.04462915  0.246547402 1.41755048  0.9590724778  3.796788e-01
## 69  1.94605820  1.840838626 1.39428008  0.9177467867 -1.316892e+00
## 70  2.38912665  2.487439338 2.73867159  2.8035982829 -2.573028e+00
## 71  0.60291391 -1.017866521 0.54960532 -1.1283542765  9.660048e-01
## 72  0.23120448 -2.567023928 0.22211766 -2.4922597739  1.997632e+00
## 73  0.74291270 -0.581397130 0.80060926 -0.3700567994  6.779790e-01
## 74  0.87134775 -0.158131087 0.70129935 -0.5727109299  3.408685e-01
## 75  1.38305974  0.909319016 1.35986283  0.8534573654 -1.349282e+00
## 76  0.29418814 -2.080357796 0.35026425 -1.7820908411  1.593170e+00
## 77  0.88370710 -0.142076297 0.89118929 -0.1281436922 -3.260866e-02
## 78  0.53666562 -1.106127482 0.53588881 -1.0540625379  1.128372e+00
## 79  1.24082778  0.658411909 1.69041189  1.4379407068 -3.370973e-01
## 80  0.33902305 -1.898451936 0.33191013 -1.9354563127  1.405356e+00
## 81  0.49954508 -1.224066246 0.56571636 -0.9768967403  1.220402e+00
## 82  0.12790264 -3.419994147 0.14497123 -3.0958999740  2.179164e+00
## 83  0.45258596 -1.394393004 0.51414297 -1.1288671486  1.163808e+00
## 84  0.35765259 -1.783312413 0.39645227 -1.5903063068  1.338892e+00
## 85  0.68556806 -0.665814805 0.78857985 -0.3473624691  6.641197e-01
## 86  0.24879667 -2.606380996 0.29789264 -2.1813816085  1.781002e+00
## 87  1.13424574  0.443213116 0.96317556  0.0662828290 -4.082723e-01
## 88  1.57140999  1.268032055 1.66527709  1.4363270343 -1.897443e+00
## 89  1.79018943  1.578494619 1.98793564  1.8462652176 -1.062430e+00
## 90  1.53901157  1.187780483 1.80653998  1.5610517405 -8.893954e-01
## 91  0.30999863 -2.015665250 0.25607863 -2.1952866079  1.589832e+00
## 92  0.37157612 -1.720414926 0.34626194 -1.7649808879  1.520201e+00
## 93  0.33964861 -2.202320394 0.24779915 -2.5497144025  1.677171e+00
## 94  1.80463345  1.596628319 1.82863220  1.5946740188 -3.181137e-01
## 95  0.58929618 -1.115076314 0.65092050 -0.8242080159  9.517015e-01
## 96  1.52497510  1.488458247 1.64838190  1.7817023535 -1.924455e+00
## 97  0.34465276 -1.849068478 0.32045027 -1.8767431086  1.601670e+00
## 98  1.03285417  0.221201851 1.20631288  0.5843268219  2.781739e-02
## 99  0.80381795 -0.342679455 0.68514397 -0.6339845247  3.578925e-01
## 100 1.73455714  1.520575734 1.52349294  1.1792106676 -1.225296e+00
## 101 1.15123314  0.488046262 1.06447747  0.2901531927 -3.410524e-01
## 102 0.38368318 -1.713988307 0.39844574 -1.5678285911  1.611318e+00
## 103 1.93677016  1.795031199 1.81145894  1.5649966273 -2.250154e+00
## 104 0.58504717 -1.043976364 0.58380718 -1.0650353541  8.118128e-01
## 105 1.66634100  1.504785103 1.57877617  1.3611224862 -2.457101e+00
## 106 0.36659814 -1.805807436 0.34742864 -1.7975782486  1.636046e+00
## 107 0.78607590 -0.217105879 1.13398371  0.4207439733  6.953095e-01
## 108 0.54590763 -1.080404683 0.46311238 -1.3059186783  1.118151e+00
## 109 1.86762423  1.689302872 1.63675419  1.3105306817 -2.398591e+00
## 110 0.67656231 -0.541418755 0.63157781 -0.7092754372  9.164549e-01
## 111 0.97656874  0.097401525 1.02276605  0.2038376563 -1.728032e-01
## 112 0.46425662 -1.373076382 0.45311186 -1.4148415883  1.182201e+00
## 113 0.95567725  0.043644911 1.17686140  0.5178417083 -1.122944e-02
## 114 1.33158711  0.825524175 1.30026938  0.7472260120 -7.619398e-01
## 115 0.22908597 -2.487987938 0.18915265 -2.7577401239  1.829201e+00
## 116 0.23123952 -2.518652932 0.26599735 -2.2016851577  1.924257e+00
## 117 1.58700417  1.367618182 1.32758425  0.8370953556 -1.390213e+00
## 118 0.66710867 -0.736419116 0.64806668 -0.7462853861  8.033234e-01
## 119 1.69331886  1.509463218 1.74596966  1.5350064806 -1.685055e+00
## 120 0.53120917 -1.166767132 0.62114410 -0.8165883961  1.189492e+00
## 121 0.39434657 -1.924776130 0.34556189 -2.0150247615  1.504375e+00
## 122 0.44887901 -1.415123910 0.33553595 -1.8083393100  1.305739e+00
## 123 0.72873530 -0.522304426 0.79566928 -0.3175432366  5.729147e-01
## 124 0.81177844 -0.339783029 0.83894819 -0.2732811550  5.415414e-01
## 125 0.75843739 -0.521257767 0.81474557 -0.3252240183  8.512151e-01
## 126 0.53567428 -1.180553452 0.53489361 -1.2017088780  8.330054e-01
## 127 0.70796206 -0.591181968 0.67222858 -0.6989994905  4.992172e-01
## 128 1.17382964  0.544439925 1.25443925  0.6963804362 -4.051453e-01
## 129 0.58336885 -0.978251881 0.51574887 -1.1429888053  1.069156e+00
## 130 2.79635411  3.090018422 2.77528351  3.0998839301 -5.471538e+00
## 131 1.03253865  0.216387978 1.11190454  0.3922195228  1.263418e-02
## 132 0.53484868 -1.213109425 0.48948791 -1.3026931145  1.168285e+00
## 133 3.86931058  3.939948134 3.74109992  3.7254549636 -5.293008e+00
## 134 0.95933293  0.058792618 0.95834399  0.0608820263 -3.623265e-01
## 135 0.47275855 -1.334205169 0.41905024 -1.4672828261  1.305419e+00
## 136 0.53160721 -1.440541714 0.51991167 -1.4935545735  9.608506e-01
## 137 1.16076569  0.501620031 1.02889815  0.2079897631  2.115602e-03
## 138 0.20676465 -2.575829378 0.18660153 -2.6711515252  1.778148e+00
## 139 0.59514285 -1.024294392 0.61931185 -0.8799433521  9.932702e-01
## 140 2.80875862  2.883653553 3.00881971  3.0464230013 -3.554445e+00
## 141 0.50894721 -1.193107920 0.52516814 -1.1162998290  1.072844e+00
## 142 0.76015702 -0.451978913 0.82469561 -0.2548629954  4.937784e-01
## 143 0.43666581 -1.454446184 0.43358790 -1.4162578884  1.290515e+00
## 144 0.82761751 -0.276693784 0.78607227 -0.3935376266  6.333177e-01
## 145 1.36642257  0.893131836 1.28753444  0.7259717012 -5.955648e-01
## 146 0.53237059 -1.119639876 0.60401324 -0.8408158395  1.042031e+00
## 147 0.20623039 -2.953978698 0.22501658 -2.6447713817  1.964077e+00
## 148 0.41756268 -1.681973318 0.48370129 -1.3289490765  1.498971e+00
## 149 1.84752819  1.905635422 1.83160052  1.8876509429 -2.176919e+00
## 150 0.16435582 -2.860390553 0.18289302 -2.6775570335  2.013561e+00
## 151 0.51539099 -1.344128484 0.60722174 -0.9378464002  1.183712e+00
## 152 0.14525592 -3.009035759 0.12455562 -3.0696088935  2.004375e+00
## 153 0.29182410 -2.093060583 0.24771126 -2.2404201569  1.551508e+00
## 154 0.84510762 -0.337526524 0.79312953 -0.5043070679  4.478570e-01
## 155 0.31528650 -1.976416101 0.32091219 -1.8769364870  1.474412e+00
## 156 2.09776245  2.232856945 2.10935004  2.1399559936 -2.824871e+00
## 157 0.46204272 -1.546513596 0.43463117 -1.5583328056  1.325971e+00
## 158 0.42341314 -1.538895375 0.40198192 -1.5451256434  1.462937e+00
## 159 0.40521589 -1.794788810 0.51413919 -1.2541321440  1.379320e+00
## 160 1.54843037  1.079507367 2.06177428  1.8291341639 -4.890052e-01
## 161 0.24934050 -2.324292062 0.20964346 -2.4572940092  1.680468e+00
## 162 1.39089907  0.934897898 1.40822178  0.9679658013 -1.057831e+00
## 163 1.18505473  0.601406484 1.15731364  0.5333757094 -5.404934e-01
## 164 1.12246622  0.411426277 1.27000265  0.6925791811 -5.746475e-01
## 165 1.71811427  1.464813970 1.54311728  1.1613633057 -1.691337e+00
## 166 0.40560482 -1.611032420 0.42727299 -1.5281396065  1.082198e+00
## 167 1.04292031  0.238412752 0.99630216  0.1292457751 -2.126186e-01
## 168 1.53089525  1.228859880 1.54304015  1.2631328364 -1.185568e+00
## 169 1.31618020  0.801100311 1.50390349  1.1048103024 -9.799063e-01
## 170 0.61100951 -0.908034173 0.55520387 -1.1085684131  1.014453e+00
## 171 2.06137068  2.093256762 2.13877704  2.1144539210 -2.142916e+00
## 172 0.41731298 -1.548118536 0.43039393 -1.4899628054  1.171349e+00
## 173 1.12243927  0.414492969 1.20173681  0.5797726244 -6.785045e-01
## 174 0.79967176 -0.353407692 0.95801164  0.0569233749  4.543631e-01
## 175 0.31081321 -1.020679189 0.47283736 -0.8946560306  1.403999e+00
## 176 0.44039844 -1.466621539 0.41436878 -1.4922749467  1.369309e+00
## 177 0.62043448 -0.834163042 0.62917141 -0.7984137319  8.328438e-01
## 178 0.32678795 -1.922323840 0.31704174 -1.8943733534  1.600965e+00
## 179 0.12435060 -3.482636681 0.15296330 -3.0527861611  2.298981e+00
## 180 0.85991032 -0.177957560 0.94235093  0.0292438187  1.837554e-01
## 181 0.50591457 -1.211676112 0.43516119 -1.4621550301  8.254230e-01
## 182 0.74324205 -0.479017018 0.66992227 -0.6491228970  6.059867e-01
## 183 0.35083847 -1.909966181 0.40851141 -1.5672331751  1.521424e+00
## 184 0.16549833 -3.148211428 0.18667159 -2.8201715575  2.035365e+00
## 185 0.30724737 -2.065370491 0.25034509 -2.3819296323  1.691765e+00
## 186 1.37642618  0.912754261 1.44680263  1.0080833763 -9.895633e-01
## 187 0.63199761 -0.856793098 0.67127329 -0.6873663563  9.811782e-01
## 188 0.71980808 -0.553577999 0.68239361 -0.6619000487  2.471736e-01
## 189 0.15202878 -3.206420388 0.17914284 -2.8341680710  2.133705e+00
## 190 0.71267140 -0.561686350 0.66107755 -0.6743892176  6.524447e-01
## 191 0.39856173 -1.611572129 0.42577298 -1.4802676940  1.454374e+00
## 192 0.86942673 -0.185809078 0.86785708 -0.1673441333  4.856319e-01
## 193 0.55463081 -1.128495906 0.55366424 -1.0655113892  1.146819e+00
## 194 0.91884703 -0.040490114 0.97568023  0.1012418817  1.168798e-01
## 195 0.35008622 -1.931447389 0.35542915 -1.9335004654  1.340282e+00
## 196 0.36551656 -1.616283323 0.41846523 -1.4491253938  1.445982e+00
## 197 2.55553871  3.317509160 2.39171424  3.0596579461 -5.449136e+00
## 198 1.37334953  0.909958564 1.28249752  0.7191822944 -8.184793e-01
## 199 0.76524278 -0.420742322 1.00684638  0.1700189893  9.518775e-01
## 200 1.53045014  1.268494260 1.33757759  0.8585012029 -1.290096e+00
## 201 1.43026962  1.103478923 1.31311158  0.8236810726 -1.063656e+00
## 202 2.92706441  3.043038901 3.26930963  3.2793498560 -4.035858e+00
## 203 0.78143533 -0.376240293 0.77637550 -0.3655404050  3.077827e-01
## 204 0.62748817 -0.823327653 0.51024712 -1.2097651748  1.055342e+00
## 205 0.15006603 -3.195814359 0.19390138 -2.7110085134  2.033225e+00
## 206 0.82906953 -0.252261528 0.77125289 -0.3845818874  2.167077e-01
## 207 0.93150149 -0.004965206 0.92935753 -0.0024413211 -1.417381e-01
## 208 0.59931121 -1.014943004 0.50434523 -1.2760455816  1.017293e+00
## 209 0.31081321 -1.020679189 0.47283736 -0.8946560306  1.403999e+00
## 210 0.42128155 -1.128822737 0.56722520 -0.8266225621  1.186139e+00
## 211 1.24394468  0.669861434 1.22502599  0.6164972540 -6.752221e-01
## 212 0.80679756 -0.310335447 0.75805973 -0.4125232578  2.732637e-01
## 213 1.25776648  0.702768678 1.19645406  0.5805501341 -9.970271e-01
## 214 0.44705143 -1.430220893 0.45214246 -1.3432398273  1.188662e+00
## 215 1.04815292  0.255112324 0.98645801  0.1199175788  1.858880e-01
## 216 2.56241902  2.845838570 2.25028540  2.3079528954 -3.072632e+00
## 217 0.16226273 -3.011886463 0.13566069 -3.0748282134  2.036860e+00
## 218 1.06667371  0.295041509 1.05392488  0.2663923761 -8.158911e-01
## 219 0.33944336 -1.887606451 0.39880570 -1.6260641234  1.341135e+00
## 220 1.02209902  0.190682196 1.22700756  0.6323302492 -8.857373e-02
## 221 0.89511079 -0.125739343 0.83258496 -0.2997434647  2.245287e-01
## 222 0.71348207 -0.628198620 0.73357146 -0.5358144892  8.795619e-01
## 223 0.78499488 -0.383425772 0.64698182 -0.7843777167  3.397278e-01
## 224 0.87786655 -0.133581390 0.88072706 -0.1114492424  1.467214e-01
## 225 0.27550722 -2.191065202 0.25678946 -2.2768908777  1.540048e+00
## 226 1.22161095  0.738348235 1.23866312  0.7859313319  2.122168e-01
## 227 0.47616838 -1.394262492 0.51930924 -1.1646265898  1.220351e+00
## 228 0.41971134 -1.566652845 0.44758909 -1.3806116879  1.416762e+00
## 229 1.07022874  0.302856922 0.92855945 -0.0103442489 -2.535474e-01
## 230 0.52349079 -1.200540886 0.55100641 -1.0424346545  1.081231e+00
## 231 0.55920136 -1.034180725 0.53977673 -1.0944404789  9.113102e-01
## 232 0.99554872  0.140493046 1.01430443  0.1844681200  2.154165e-01
## 233 1.46184493  1.087469949 1.34785595  0.8490611643 -1.067373e+00
## 234 0.48388653 -1.278680348 0.53459965 -1.0630610762  1.086685e+00
## 235 1.75410144  1.659657590 2.00024054  1.9641539027 -1.849526e+00
## 236 0.76124039 -0.456961541 0.71878647 -0.5856695707  2.958960e-01
## 237 0.86958041 -0.157880774 0.80740070 -0.2896900380  4.072360e-01
## 238 1.84881482  1.803942168 1.97942148  1.9332423376 -1.594166e+00
## 239 0.32880979 -1.921929304 0.33796846 -1.7978726441  1.556564e+00
## 240 0.78646221 -0.395877502 0.94936070  0.0347659348  4.629258e-01
## 241 0.39071252 -1.656999826 0.38331354 -1.6089979212  1.425187e+00
## 242 1.04220885  0.242526329 1.09250224  0.3488530675 -1.532222e-01
## 243 1.61142900  1.453864955 1.53011492  1.2360220493 -1.534906e+00
## 244 1.55026394  1.297087450 2.00053564  1.9708616520 -1.088765e+00
## 245 0.63446485 -0.934172811 0.48734720 -1.3795990487  1.012360e+00
## 246 0.36376480 -1.825461050 0.33683729 -1.9708402786  1.310382e+00
## 247 1.29628330  0.894754202 1.22633984  0.7229882024 -1.220444e+00
## 248 0.21348592 -2.526038637 0.20684384 -2.4823195713  1.859171e+00
## 249 3.04528199  3.184362858 2.77368733  2.8874120791 -4.253246e+00
## 250 0.70107859 -0.607582456 0.73351037 -0.4819970859  6.501465e-01
## 251 1.16131482  0.523423474 1.14847974  0.4794015779 -3.503307e-01
## 252 1.62169930  1.431980673 1.70707849  1.5122045266 -1.584070e+00
## 253 0.84755124 -0.241171573 0.79568929 -0.3899592848  5.372608e-01
## 254 0.37062341 -1.815341734 0.30658986 -2.1485885666  1.220566e+00
## 255 0.23707422 -2.388381675 0.25767158 -2.2333879689  1.783610e+00
## 256 0.51113884 -1.219035818 0.55645753 -1.0041240092  1.065017e+00
## 257 0.46986789 -1.361504790 0.51954332 -1.1870052499  1.164261e+00
## 258 1.04081065  0.239489282 0.97231865  0.0953568505  4.217098e-01
## 259 0.46089334 -1.365358041 0.47713733 -1.2529816634  1.216415e+00
## 260 0.20623039 -2.953978698 0.22501658 -2.6447713817  1.964077e+00
## 261 0.61834765 -0.849451524 0.60200371 -0.9000005491  7.186950e-01
## 262 0.49030771 -1.381327485 0.44730464 -1.5756567186  1.122581e+00
## 263 0.24288036 -2.354056174 0.20195923 -2.5553752023  1.846013e+00
## 264 0.42047856 -1.870424490 0.40840420 -1.9379567852  1.358473e+00
## 265 1.35706464  0.864279674 1.20202719  0.5682033391 -5.716811e-01
## 266 0.34059175 -1.390473386 0.28805146 -1.8219992189  1.104142e+00
## 267 0.56021814 -1.020812589 0.58183065 -0.9080726317  9.721383e-01
## 268 0.41749444 -1.709010461 0.42017712 -1.5967970488  1.636407e+00
## 269 1.40603467  0.964482072 1.27715434  0.7064092491 -9.006571e-01
## 270 1.28811995  0.736725624 1.18707815  0.5341794380 -7.529782e-01
## 271 1.77513737  1.552129215 1.63683104  1.3150294780 -1.799610e+00
## 272 0.48883287 -1.260632753 0.41364187 -1.5011585425  1.234658e+00
## 273 0.11275928 -3.331770943 0.12666102 -3.1992291648  2.006655e+00
## 274 1.72590056  1.689893197 1.77590013  1.7888562053 -1.371507e+00
## 275 1.10186086  0.375985031 1.18752096  0.5685082778 -3.181916e-01
## 276 1.45692577  1.157538511 1.45130929  1.0917146335 -1.173015e+00
## 277 2.76410788  2.909959296 3.09948410  3.1545450280 -3.542591e+00
## 278 1.27902849  0.780943094 1.19802179  0.6061320571 -8.538478e-01
## 279 0.60456278 -1.134487215 0.57372104 -1.2578262744  8.098708e-02
## 280 0.82201094 -0.403290278 0.87132749 -0.2519728240  1.049198e+00
## 281 0.90591638 -0.072286139 0.87445142 -0.1301003687  1.461346e-01
## 282 0.63075240 -0.806635261 0.53782195 -1.0487976041  7.100821e-01
## 283 1.26490628  0.698036500 1.24946863  0.6684162012 -1.404394e-01
## 284 0.52580733 -1.139364901 0.57265911 -0.9720111671  8.097926e-01
## 285 1.80835602  1.611876438 1.80378379  1.5547871375 -2.015020e+00
## 286 0.38700832 -1.653060131 0.45410997 -1.3499588287  1.510421e+00
## 287 4.09536964  4.555298414 5.07943217  5.1627165440 -5.606322e+00
## 288 1.10984735  0.400228284 1.09178308  0.3522276544 -2.577056e-01
## 289 1.76255217  1.576194541 1.50267662  1.1086869257 -1.049798e+00
## 290 1.56095805  1.232670394 1.40644656  0.9359962057 -1.450313e+00
## 291 1.31706339  0.872583466 1.49331550  1.1731882368 -8.376179e-01
## 292 1.97707101  1.848445446 1.87787575  1.6615714593 -1.716236e+00
## 293 0.65823936 -0.816447360 0.70118259 -0.6315548641  9.438588e-01
## 294 0.40854485 -1.570464689 0.39423249 -1.5618169063  1.370112e+00
## 295 0.48833482 -1.298909626 0.45252445 -1.3591440631  1.230292e+00
## 296 0.43801224 -1.525277305 0.36547518 -1.7395350253  1.378511e+00
## 297 0.75217963 -0.505233944 0.61849607 -0.8580911306  6.207564e-01
## 298 0.88079858 -0.126891268 0.91035878 -0.0429843123  4.576717e-01
## 299 0.98376076  0.102589917 1.10709441  0.3810740644  1.100297e-01
## 300 1.22488170  0.633111930 1.65071291  1.3667351270  6.762601e-02
## 301 2.36682667  2.451777543 2.23775032  2.1926005288 -2.846737e+00
## 302 0.54149471 -1.129488272 0.45028021 -1.3872885659  1.062574e+00
## 303 0.39545086 -1.749610250 0.46186018 -1.3904961242  1.526474e+00
## 304 0.83656047 -0.240325401 0.79848430 -0.3373462153  3.980971e-01
## 305 1.49590750  1.195218185 1.46145981  1.0852230130 -1.355624e+00
## 306 0.46067863 -1.613742203 0.40718724 -1.7221535331  1.471951e+00
## 307 0.40670374 -1.674904658 0.38157221 -1.6903287761  1.512835e+00
## 308 0.71091712 -0.632291455 0.70776641 -0.5973169682  6.961516e-01
## 309 0.54130074 -1.280228221 0.49599959 -1.3563553462  1.271755e+00
## 310 1.50007278  1.136939951 1.54673417  1.2244456257 -1.342211e+00
## 311 2.11013042  2.050196101 2.16712172  2.0533728903 -2.043105e+00
## 312 0.35250883 -1.478494801 0.41535562 -1.3635213918  1.365062e+00
## 313 0.32600527 -1.930772348 0.31754494 -1.8898198062  1.584351e+00
## 314 0.92963818 -0.021827743 1.01961632  0.1941288683  2.467566e-01
## 315 2.32276077  2.419345791 2.13500047  2.1849362416 -4.224376e+00
## 316 0.34434087 -1.896213821 0.29679275 -2.1439110494  1.376179e+00
## 317 0.22548039 -2.754659620 0.27340715 -2.3119688422  1.888418e+00
## 318 2.15496457  2.117584669 2.09850214  2.0424828287 -3.763595e+00
## 319 0.59577717 -0.903965032 0.63203779 -0.7697307736  9.987768e-01
## 320 0.20748802 -2.584860228 0.18570065 -2.6112754937  1.941698e+00
## 321 1.29548016  0.749645084 1.29581519  0.7405121965 -3.083538e-01
## 322 2.61806617  3.006534345 2.64015143  2.8720346538 -3.814944e+00
## 323 0.19639341 -2.644744366 0.16259129 -2.7679589634  1.910127e+00
## 324 0.69299218 -0.614515920 0.79839209 -0.3141679253  5.514553e-01
## 325 0.35864849 -1.775057898 0.34755755 -1.7809361168  1.422449e+00
## 326 0.96560691  0.064360464 0.86212705 -0.1677443916 -7.926339e-02
## 327 2.33394544  2.350546728 2.27557026  2.2758740844 -3.404105e+00
## 328 1.83569722  1.652891060 1.79287762  1.5389851338 -1.656697e+00
## 329 0.46502340 -1.353976366 0.46188403 -1.3056262011  1.140998e+00
## 330 0.29091067 -2.384239477 0.29173759 -2.2334358735  1.847597e+00
## 331 3.03963420  3.436246852 3.28749951  3.5392642184 -4.426465e+00
## 332 1.95890872  1.857604027 1.99164569  1.8361005679 -1.975321e+00
## 333 0.91367226 -0.093115061 0.97870243  0.0886814354  4.062664e-01
## 334 0.33941999 -1.889728774 0.30644398 -2.0460315973  1.481810e+00
## 335 0.57860415 -1.138669330 0.60209334 -0.9746467702  1.164933e+00
## 336 1.81803271  1.639460119 1.79985825  1.5570049632 -2.239915e+00
## 337 1.30188658  0.782515881 1.03194831  0.2205945554 -7.696187e-01
## 338 0.30967839 -2.063541097 0.34452149 -1.8015446606  1.636039e+00
## 339 1.13166807  0.443274739 1.04499896  0.2469279345 -1.536928e-01
## 340 0.36404164 -1.772284821 0.33829545 -1.8813600721  1.596460e+00
## 341 3.74379667  4.388221190 4.71488384  5.0252892487 -6.046791e+00
## 342 0.31080967 -1.997831816 0.33817554 -1.7993477490  1.671218e+00
## 343 1.04924229  0.254306577 1.02640076  0.1938282105 -1.017124e-01
## 344 2.67859674  3.019990996 3.29632318  3.5708085520 -2.479617e+00
## 345 0.31081321 -1.020679189 0.47283736 -0.8946560306  1.403999e+00
## 346 1.00819641  0.146102370 1.02958060  0.2026420273 -2.532469e-01
## 347 0.56990138 -0.994228949 0.59750733 -0.8602028157  1.074302e+00
## 348 0.19027379 -2.719777447 0.16594425 -2.8953717366  1.939495e+00
## 349 1.41037199  0.959100172 1.53048005  1.1369898126 -9.982934e-01
## 350 0.74118857 -0.490029277 0.65034573 -0.7071433165  5.830568e-01
## 351 0.53818112 -1.098249063 0.42514987 -1.4414568670  1.141358e+00
## 352 0.25362702 -2.293862702 0.23660315 -2.3027494936  1.685792e+00
## 353 0.82369914 -0.270743301 0.79452712 -0.3203870666  3.384403e-01
## 354 0.80587653 -0.317404576 0.75078393 -0.4607829128  3.461290e-01
## 355 0.76448449 -0.424751741 0.69627505 -0.5770726158  5.869288e-01
## 356 0.79473657 -0.429470439 0.80292928 -0.3650655167  6.111218e-01
## 357 0.45161163 -1.419937150 0.44019109 -1.4627757947  1.326341e+00
## 358 1.09964209  0.365304583 1.21967553  0.6104742215 -6.488941e-03
## 359 0.91185292 -0.051184366 0.84223130 -0.2097322417  2.306511e-01
## 360 1.21004292  0.652620507 1.17314624  0.5656233914 -7.148191e-01
## 361 0.61451652 -0.850513036 0.49447447 -1.1912549229  1.062977e+00
## 362 0.21823642 -2.643677714 0.19598482 -2.8293778781  1.781806e+00
## 363 0.27057503 -0.859258105 0.40848750 -0.7376393962  1.540520e+00
## 364 0.72657258 -0.809892393 0.77640052 -0.6369017038 -3.223915e-01
## 365 0.20483253 -2.617984333 0.17614451 -2.6851728575  1.963250e+00
## 366 3.45084864  3.550780486 3.81760060  3.8266255647 -5.176187e+00
## 367 0.94580915  0.015425140 1.04665568  0.2521986221  1.128531e-01
## 368 0.32154042 -1.971688145 0.29736932 -1.9928499211  1.516965e+00
## 369 0.77331264 -0.633268821 0.75497365 -0.7026535001  5.229534e-01
## 370 0.52565742 -1.279080796 0.49148193 -1.4302229057  5.729288e-01
## 371 0.70383355 -0.627274805 0.73752246 -0.5393396048  8.146471e-01
## 372 1.15391857  0.480524485 1.55478693  1.1899491907  1.835324e-01
## 373 1.03654497  0.228231768 1.05001408  0.2579484213 -5.413150e-01
## 374 0.39892613 -1.720949335 0.41516880 -1.5623143985  1.476786e+00
## 375 0.65681523 -0.814947791 0.60963480 -0.9856280712  3.602033e-01
## 376 0.53342140 -1.129085054 0.52279238 -1.1678242597  1.058610e+00
## 377 0.19390214 -2.866196838 0.18073677 -3.0038032746  1.780224e+00
## 378 0.70799064 -0.688593652 0.73212963 -0.5618598355  6.818757e-01
## 379 1.16825148  0.504429243 1.35885618  0.8486931086  8.252526e-02
## 380 0.41393986 -1.574992646 0.42010104 -1.5538293329  1.121434e+00
## 381 0.70983263 -0.568222834 0.76799676 -0.3977494351  2.695294e-01
## 382 2.05351358  2.061609854 1.98687259  1.9102327424 -1.642008e+00
## 383 0.37222966 -1.749134515 0.33783232 -1.8117578681  1.433896e+00
## 384 0.29630626 -2.418349238 0.26325022 -2.4399142479  1.752305e+00
## 385 1.39225826  0.940610312 1.66333351  1.3576399508 -4.395024e-01
## 386 1.11645648  0.448768055 1.19034128  0.6571837462 -2.687100e-01
## 387 0.36894737 -1.741059322 0.36683281 -1.6736519349  1.483232e+00
## 388 0.51992657 -1.152775673 0.68202305 -0.6280351818  1.319309e+00
## 389 0.80068402 -0.412590051 0.80299968 -0.3653296294  5.847403e-01
## 390 1.36959803  0.929528282 1.32417416  0.8146621623 -1.008024e+00
## 391 0.14752345 -3.155230918 0.15099140 -2.9727600077  2.108680e+00
## 392 0.44275538 -1.441210445 0.44519642 -1.3666216037  1.226849e+00
## 393 0.73028260 -0.548219644 0.74297309 -0.4762381310  7.253200e-01
## 394 0.67023819 -0.700642885 0.66027902 -0.7346002393  7.779710e-01
## 395 1.50032075  1.134029568 1.46596205  1.0787964615 -1.363298e+00
## 396 1.18515633  0.559025028 1.28730735  0.7486418889 -4.919908e-01
## 397 0.78213779 -0.466230454 0.77809077 -0.4348730492  7.372719e-01
## 398 0.51075557 -1.186409271 0.45714452 -1.3541491896  1.179864e+00
## 399 0.20623039 -2.953978698 0.22501658 -2.6447713817  1.964077e+00
## 400 0.23194879 -2.442991499 0.19961359 -2.5262100471  1.892984e+00
## 401 2.11890737  2.090065603 2.09796767  2.0734816222 -1.971526e+00
## 402 0.93414605 -0.008804498 0.86760459 -0.1517698422 -3.593825e-02
## 403 1.06116681  0.283126712 1.12456615  0.4124357141 -3.229904e-01
## 404 0.51543035 -1.252402953 0.49754269 -1.2451684052  1.120132e+00
## 405 0.76638676 -0.482984572 0.77203909 -0.4755662567  4.337989e-01
## 406 1.53497114  1.241305307 1.42916753  1.0564521234 -1.439406e+00
## 407 0.49916270 -1.597182782 0.51437808 -1.5338491236  1.325624e+00
## 408 2.64121814  2.764814712 2.54352827  2.5447440666 -3.761686e+00
## 409 0.86367873 -0.188349448 0.87308989 -0.1695036535  3.186803e-01
## 410 0.74287481 -0.477140309 0.79010917 -0.3394215765  4.536519e-01
## 411 1.29781959  0.756289800 1.17628581  0.5133025069 -5.970036e-01
## 412 0.59946887 -0.912665910 0.62811592 -0.7761847268  9.753097e-01
## 413 0.48570565 -1.320486712 0.43211084 -1.4471847672  1.268987e+00
## 414 0.43348817 -1.466421761 0.43279750 -1.4208018291  1.230081e+00
## 415 0.65534726 -0.725458557 0.71158227 -0.5352087588  6.623602e-01
## 416 0.46086331 -1.553538877 0.49943104 -1.3079054533  1.314374e+00
## 417 5.27361988  6.355530983 5.39653512  6.4756734369 -1.573765e+01
## 418 1.70043257  1.608241235 1.97461937  1.9649196941 -1.778696e+00
## 419 0.30604478 -2.107027436 0.31947809 -1.9371714206  1.687725e+00
## 420 0.89189320 -0.100844710 0.76783314 -0.4089372689  5.174357e-01
## 421 1.01199671  0.175998366 1.08135696  0.3253922000 -2.234601e-01
## 422 1.18747789  0.545349232 1.17189310  0.5054750914 -4.538474e-01
## 423 0.34251568 -1.848508013 0.32779658 -1.8470090474  1.478800e+00
## 424 0.40219195 -1.719898717 0.37022896 -1.7624452643  1.497108e+00
## 425 0.48702210 -1.267185726 0.44694639 -1.3757944757  1.095076e+00
## 426 1.67064666  1.411671609 2.01514121  1.8614786880 -1.165667e+00
## 427 0.97594747  0.096662484 1.12355938  0.4107063453 -1.055641e-01
## 428 0.31081321 -1.020679189 0.47283736 -0.8946560306  1.403999e+00
## 429 0.70779307 -0.601541797 0.77180004 -0.3909956118  7.041479e-01
## 430 1.15015480  0.468874289 1.18708519  0.5413290042 -6.464941e-01
## 431 0.45451799 -1.656313165 0.36821420 -1.9109916286  1.469327e+00
## 432 0.28952328 -2.177274119 0.25704638 -2.3761203276  1.639872e+00
## 433 1.90132707  1.783238418 2.30954960  2.2628715226 -1.765794e+00
## 434 1.00911975  0.159082202 0.98159248  0.1014691102 -2.096124e-02
## 435 0.83208766 -0.329148350 0.84411728 -0.2587995994  5.787393e-01
## 436 0.21549063 -2.800624500 0.26254569 -2.3582181216  1.968696e+00
## 437 0.67025589 -0.682561697 0.68531955 -0.6270436317  6.569382e-01
## 438 1.07461932  0.316131969 1.05462797  0.2677504441 -1.417564e-01
## 439 0.56745296 -1.064259640 0.51577641 -1.1766020138  1.008261e+00
## 440 0.31456694 -2.021815949 0.32118174 -1.8928506725  1.778683e+00
## 441 1.31056766  0.789866797 1.51002713  1.1140996801 -1.992227e-01
## 442 0.41143542 -1.826862249 0.43343230 -1.6062996764  1.396319e+00
## 443 0.66266181 -0.796887524 0.56118169 -1.0678037216  9.771396e-01
## 444 0.99205067  0.126113492 0.96765057  0.0790583590 -1.581850e-01
## 445 1.31061344  0.783391746 1.44928262  1.0048250526 -3.695519e-01
## 446 2.33978041  2.476212982 1.99703279  1.9092501534 -2.869369e+00
## 447 0.81614183 -0.333661633 0.81144504 -0.3545484321  6.868137e-01
## 448 2.46672263  2.490972407 2.23498286  2.1347296860 -3.226929e+00
## 449 0.40112294 -1.614168616 0.43823747 -1.3953846287  1.423335e+00
## 450 0.61497731 -0.965404012 0.63720448 -0.8298218910  9.403066e-01
## 451 0.90869197 -0.087671214 1.02467937  0.2008225289  4.380191e-01
## 452 0.21617151 -3.525036528 0.24813520 -3.3113287844  1.506194e+00
## 453 0.18275451 -2.780369148 0.19124266 -2.7296415184  1.842392e+00
## 454 0.19875958 -2.675059346 0.20848323 -2.6212178606  1.888543e+00
## 455 2.80750039  3.246826962 3.07702180  3.3845538945 -3.531855e+00
## 456 1.28311219  0.778577962 1.32790832  0.8392967509 -6.370363e-01
## 457 1.05903884  0.278331606 1.13006077  0.4244067483 -9.624586e-02
## 458 1.61890015  1.313182891 1.38094770  0.8864491709 -1.574560e+00
## 459 0.38747820 -1.151673532 0.51796292 -0.9312633189  1.220551e+00
## 460 0.45695758 -1.400763299 0.43211010 -1.4964354735  1.034588e+00
## 461 0.23844973 -2.384005436 0.20606828 -2.4795294161  1.887441e+00
## 462 0.35037478 -2.096291535 0.31341303 -2.1424398728  1.689087e+00
## 463 0.42797170 -1.767239495 0.38490909 -1.8286200077  1.436756e+00
## 464 0.77921666 -0.394039137 0.76143076 -0.4447588177  2.974914e-01
## 465 1.69124101  1.433605728 1.72530485  1.4402603279 -1.468837e+00
## 466 0.53949928 -1.177550316 0.58363966 -0.9633147507  1.093616e+00
## 467 0.84097488 -0.270757556 0.82288665 -0.3276956930  6.930762e-01
## 468 1.57679987  1.385782378 1.79299271  1.6846327251 -1.269552e+00
## 469 0.44247372 -1.454791125 0.42583547 -1.5186149730  1.331512e+00
## 470 0.81098086 -0.320700512 0.81359803 -0.3197365524  1.315664e-02
## 471 1.38492368  0.982438076 1.22741335  0.6375357698 -8.416217e-01
## 472 2.21688818  2.447554448 2.66431264  2.9074011364 -2.824283e+00
## 473 1.65382431  1.370159301 1.61754951  1.3031826065 -1.806431e+00
## 474 1.18126143  0.530317900 1.20889581  0.5759003873  1.348035e-02
## 475 1.11181901  0.389792056 1.21066588  0.5788997839 -8.009082e-02
## 476 0.20051902 -2.926338524 0.24058295 -2.5009579164  1.934655e+00
## 477 0.60562351 -1.059015336 0.59683501 -1.0046150283  1.177533e+00
## 478 0.38156361 -1.706333276 0.33185713 -1.8364505247  1.457771e+00
## 479 1.00762663  0.161045293 0.95459715  0.0332368963  1.654003e-02
## 480 0.27016237 -2.199939645 0.28403678 -2.0635169616  1.664288e+00
## 481 1.78076450  1.641399740 1.95336927  1.8352351444 -1.367424e+00
## 482 0.69032806 -0.627383740 0.67699116 -0.6295039555  6.703682e-01
## 483 0.54086841 -1.219472911 0.53844983 -1.1617052176  1.224315e+00
## 484 0.17820572 -2.831188836 0.17689758 -2.8582649662  1.991402e+00
## 485 0.19010613 -2.959768639 0.22012623 -2.5973255094  1.989523e+00
## 486 2.78529313  2.860939884 2.77378414  2.7644317812 -3.625236e+00
## 487 0.38629749 -1.682946326 0.39862027 -1.6306233813  1.474236e+00
## 488 1.87501332  1.836254062 2.37001671  2.4690109937 -1.771065e+00
## 489 0.88458673 -0.119933289 0.94139193  0.0162304597  2.774766e-01
## 490 0.58287157 -0.998315873 0.45261748 -1.3887868457  9.470547e-01
## 491 0.92646901 -0.057953503 0.84115930 -0.2588430147  2.045446e-01
## 492 1.00330153  0.157120780 0.96665186  0.0830224208 -1.996089e-01
## 493 1.63844196  1.409808124 1.52348110  1.1667950166 -1.419384e+00
## 494 0.34053371 -2.010846621 0.31293520 -2.0345596750  1.764689e+00
## 495 0.66296432 -0.700919055 0.57012554 -0.9498447472  8.987613e-01
## 496 0.40413845 -1.609813153 0.37813405 -1.6358201553  1.477194e+00
## 497 1.00030987  0.131242795 1.04645422  0.2487005702  2.457263e-01
## 498 1.31031483  0.777652331 1.49733867  1.0946459148 -4.859566e-01
## 499 0.51668729 -1.220901579 0.54248991 -1.1445224570  8.642039e-01
## 500 0.75367566 -0.710180476 0.82291621 -0.4666490465  2.643953e-01
## 501 1.97148372  1.847379009 2.07982637  1.9349549185 -2.031119e+00
## 502 0.36797660 -1.738794237 0.37536319 -1.6388533511  1.424361e+00
## 503 0.49050428 -1.501899772 0.40817778 -1.7285132110  1.416780e+00
## 504 0.25123438 -2.611249281 0.23538396 -2.7442383433  1.992555e+00
## 505 0.84646373 -0.247984551 0.93255303 -0.0105823972  3.727012e-01
## 506 1.26026398  0.684129810 1.13281635  0.4286344067 -3.082794e-01
## 507 1.26558161  0.719351512 1.55570086  1.2195863082 -2.175571e-01
## 508 0.86631147 -0.172047520 0.92570868 -0.0287124060  4.310223e-01
## 509 1.40092632  0.945894739 1.24729129  0.6475498267 -9.026689e-01
## 510 1.36248032  0.909771175 1.43425428  1.0103123047 -1.005214e+00
## 511 0.35353440 -1.820866915 0.30253224 -2.0561557175  1.564273e+00
## 512 0.83146478 -0.246225729 0.89552940 -0.0800829909  5.127145e-01
## 513 0.74609008 -0.562349992 0.66000278 -0.7724466905  7.171438e-01
## 514 0.83001411 -0.249864305 0.68472025 -0.6152488967 -2.727104e-02
## 515 1.49242726  1.100082237 1.56765136  1.1985955306 -1.069776e+00
## 516 2.23492893  2.215407115 2.35367360  2.2854368221 -2.253833e+00
## 517 0.52642657 -1.157523809 0.55153443 -1.0139114307  1.244476e+00
## 518 1.01471835  0.179336048 1.04337108  0.2431983940 -4.603526e-01
## 519 0.25346627 -2.392400173 0.25944053 -2.2414300822  1.846181e+00
## 520 0.26875063 -2.251412388 0.24925789 -2.2481824935  1.829307e+00
## 521 0.87622905 -0.164342100 0.90325424 -0.0775107917  3.621469e-01
## 522 0.63973095 -0.785460920 0.66780777 -0.6600746838  7.969485e-01
## 523 1.00759245  0.168179802 0.89270938 -0.0925145430  1.978429e-01
## 524 0.49254674 -1.258917215 0.49636229 -1.1857224449  1.111418e+00
## 525 2.15755118  2.336138203 2.28040526  2.3888887988 -2.763368e+00
## 526 0.20410929 -2.852537887 0.24949107 -2.4144230340  1.930967e+00
## 527 0.07283486 -4.160884442 0.06170022 -4.3793203003  2.119545e+00
## 528 2.01726575  1.902653476 1.64071222  1.3208903317 -1.299515e+00
## 529 0.38833657 -1.682200286 0.35927392 -1.7200744286  1.508483e+00
## 530 0.44300755 -1.437582142 0.44537799 -1.3655980479  1.284930e+00
## 531 0.63897181 -0.941925075 0.67595208 -0.7470788147  7.455337e-01
## 532 1.91207554  1.687871705 1.58938186  1.2303838444 -8.705835e-01
## 533 0.36236563 -1.888112021 0.31138072 -2.1673834689  1.045674e+00
## 534 1.68483721  1.415071843 1.51464158  1.1114128275 -1.373149e+00
## 535 0.20748802 -2.584860228 0.18570065 -2.6112754937  1.941698e+00
## 536 0.31653941 -1.972468822 0.34040642 -1.7878218869  1.669477e+00
## 537 2.37173813  2.373050219 2.59940718  2.6154721635 -3.090429e+00
## 538 0.75485275 -0.499445461 0.76348964 -0.4844613813  3.380590e-01
## 539 1.08934970  0.342798661 1.00994457  0.1758229274 -1.636815e-01
## 540 1.32379610  0.805993107 1.55949725  1.1836251818 -2.418853e-01
## 541 0.57506828 -1.004522764 0.58065413 -0.9306890417  1.020449e+00
## 542 1.19206874  0.618039582 1.10658386  0.4045020598 -2.083799e+00
## 543 0.63312448 -0.790043124 0.67868711 -0.6267824782  7.712359e-01
## 544 1.26534248  0.792574704 1.24869748  0.7545377216  1.583406e-01
## 545 1.36091382  0.960771954 1.46653644  1.1193424526 -7.780197e-01
## 546 0.57720347 -1.127576514 0.57266819 -1.0632102812  1.035980e+00
## 547 0.78338899 -0.450726482 0.73029222 -0.5610299826  6.091489e-01
## 548 1.08669143  0.337232480 0.97202509  0.0927493566 -3.948633e-01
## 549 0.87759927 -0.282035772 0.93343932 -0.1019478501 -2.068046e-02
## 550 0.30622750 -2.326379620 0.30425690 -2.1873495141  1.685607e+00
## 551 1.66364124  1.418952469 1.58788414  1.2494932600 -1.854243e+00
## 552 0.75170945 -0.310110686 0.83875334 -0.1669326173  6.238445e-01
## 553 0.31396035 -2.101356824 0.25950885 -2.2730659938  1.750766e+00
## 554 0.56367151 -1.005979211 0.61677330 -0.8122156459  7.849500e-01
## 555 0.37972078 -1.731215525 0.33758988 -1.8256837249  1.490837e+00
## 556 0.42128155 -1.128822737 0.56722520 -0.8266225621  1.186139e+00
## 557 0.50642360 -1.243531558 0.50848760 -1.1695878082  1.138892e+00
## 558 0.68339542 -0.783605527 0.74200990 -0.5429131434  1.002698e+00
## 559 0.59031422 -0.971483840 0.57802346 -0.9543080807  1.090966e+00
## 560 0.38888846 -1.760868933 0.39950420 -1.7396124604  1.347046e+00
## 561 0.31389717 -2.204607743 0.33495674 -1.9750814739  1.796166e+00
## 562 1.16693252  0.504233566 1.26215633  0.6762432101 -2.546281e-01
## 563 2.27463741  2.749497284 2.20237820  2.6355662173 -3.874996e+00
## 564 1.50395998  1.144512423 1.32825760  0.8031195885 -1.344543e+00
## 565 0.60318962 -0.916752834 0.59599212 -0.8861192778  8.481555e-01
## 566 0.20623039 -2.953978698 0.22501658 -2.6447713817  1.964077e+00
## 567 1.24441350  0.672589177 1.20143676  0.5715764865 -5.677273e-01
## 568 0.22463169 -2.604278386 0.25161845 -2.3168654996  1.980733e+00
## 569 0.55011059 -1.070669540 0.57423815 -0.9375108566  1.087156e+00
## 570 0.18507174 -2.770392286 0.18187235 -2.8043264755  1.992392e+00
## 571 1.30452279  0.845302572 1.49558690  1.1770475387 -6.412125e-01
## 572 0.50672411 -1.199976919 0.49645916 -1.1861454951  1.122619e+00
## 573 0.66432040 -0.712333283 0.64021190 -0.7394100298  7.598006e-01
## 574 0.98605384  0.119084000 0.87591258 -0.1303840960 -3.237833e-01
## 575 0.70055059 -0.622427326 0.63131601 -0.8398958765  8.508197e-01
## 576 0.39770504 -1.609302339 0.48534150 -1.2410442131  1.211031e+00
## 577 1.83658066  1.644874257 1.80522415  1.5588149744 -1.961689e+00
## 578 0.94308198  0.020342161 1.00552423  0.1631677112 -3.880266e-01
## 579 0.16615189 -3.141816825 0.19728411 -2.7457874476  2.096000e+00
## 580 0.24407125 -2.397719568 0.19176836 -2.5970245933  1.812907e+00
## 581 0.84256899 -0.241774387 0.86351032 -0.1931330837  4.281954e-01
## 582 0.66527497 -0.735826267 0.70973286 -0.6134889272  1.739989e-01
## 583 2.02449664  1.927207904 2.35665466  2.2868638405 -1.991556e+00
## 584 1.00465609  0.141344091 0.93369841 -0.0254525757 -1.688495e-02
## 585 0.23507732 -2.493046656 0.27172502 -2.3070828986  1.604287e+00
## 586 0.58224061 -0.956448054 0.70850000 -0.5702257311  1.093883e+00
## 587 0.49977738 -1.269473178 0.54436939 -1.1236278203  8.989032e-01
## 588 0.53531774 -1.103352345 0.39712970 -1.5506302497  8.879527e-01
## 589 0.99391294  0.131855013 0.99003288  0.1305578462 -7.781453e-02
## 590 0.78567480 -0.438360865 0.72690368 -0.5656195380  5.893179e-01
## 591 0.80170869 -0.417039511 0.62128806 -0.9203574079  5.230003e-01
## 592 0.31396035 -2.101356824 0.25950885 -2.2730659938  1.750766e+00
## 593 0.67938494 -0.609865875 0.85536249 -0.1713798734  8.276475e-01
## 594 1.20607388  0.618304014 1.35459528  0.8970478903 -4.691416e-01
## 595 1.18144117  0.563809020 1.32168605  0.8347839527 -1.703551e-01
## 596 0.80496377 -0.315138155 0.79871884 -0.3093454874  3.256733e-01
## 597 0.53696449 -1.111726263 0.54297422 -1.0346501914  1.087425e+00
## 598 0.58848312 -0.944869806 0.67927706 -0.6277687397  9.520585e-01
## 599 0.26889385 -2.207579987 0.27293158 -2.1145207549  1.725590e+00
## 600 0.16328731 -3.238054673 0.15136350 -3.3784973735  1.978045e+00
## 601 0.59335004 -0.915661076 0.67007514 -0.6487577275  7.450076e-01
## 602 0.64213208 -0.762096763 0.56861514 -0.9575986203  6.174309e-01
## 603 0.89399663 -0.094088386 1.00443231  0.1647509648  5.320122e-01
## 604 0.27551859 -2.506718309 0.26406680 -2.4110977347  1.921306e+00
## 605 1.12871587  0.424885656 1.01181579  0.1806177598 -3.687959e-01
## 606 1.10544056  0.376325220 1.26011262  0.6726854192 -5.693386e-03
## 607 0.67468595 -0.685889147 0.82006861 -0.2614375919  6.032085e-01
## 608 1.46880844  1.059490934 1.35601097  0.8487820039 -1.037741e+00
## 609 0.88714652 -0.110380939 0.94913187  0.0440393528  3.246114e-01
## 610 0.19313928 -2.669000809 0.21079914 -2.5267690680  1.954253e+00
## 611 0.41658549 -1.267033316 0.51306913 -1.0434180394  1.245224e+00
## 612 0.23471200 -3.113736761 0.22265642 -3.2081626323  1.705003e+00
## 613 0.53517699 -1.101245385 0.58333493 -0.9059093409  1.002103e+00
## 614 0.95809892  0.020429214 1.03320827  0.2175046378  3.754134e-01
## 615 0.30468518 -1.581944393 0.34623403 -1.5818363854  1.453620e+00
## 616 1.06370035  0.288922563 1.03960243  0.2342950645 -1.586484e-01
## 617 0.32257812 -2.031567253 0.33264721 -2.0066836098  1.408039e+00
## 618 0.29759601 -2.358268413 0.27564393 -2.3299441206  1.786408e+00
## 619 0.26727947 -2.215435521 0.24832443 -2.2483853222  1.645105e+00
## 620 1.11798676  0.405872118 1.12489423  0.4151665534 -2.599767e-01
## 621 3.87591004  3.947436042 4.28597387  4.2264668806 -5.271277e+00
## 622 0.49289536 -1.249428371 0.41041083 -1.5334705201  1.100248e+00
## 623 0.44958793 -1.582194646 0.50431369 -1.2775080005  1.411988e+00
## 624 0.82505964 -0.266317582 0.88010522 -0.1267699654  4.101747e-01
## 625 0.73358481 -0.628779651 0.76314159 -0.4852726748  7.518913e-01
## 626 4.20016522  5.740045035 4.01268841  5.5594989945 -1.200661e+01
## 627 1.95381301  1.915886526 1.86548946  1.7108943592 -2.396582e+00
## 628 2.14997650  2.113607704 1.98667679  1.8899339354 -2.532908e+00
## 629 0.42942615 -1.757904563 0.39137624 -1.9514828021  1.527471e+00
## 630 0.27712542 -2.377304506 0.34632074 -1.9012822554  1.867397e+00
## 631 0.54326611 -1.104403031 0.55882596 -1.0585759301  8.359861e-01
## 632 2.00844704  1.953406678 2.14198084  2.0612089122 -2.631153e+00
## 633 0.46305373 -1.408468075 0.47027653 -1.3078589478  1.323169e+00
## 634 1.36236485  0.872189160 1.25115151  0.6568848704 -7.245404e-01
## 635 0.54483524 -1.101946194 0.55350254 -1.0137100051  1.247932e+00
## 636 1.80154530  1.597082077 1.60911799  1.2862240760 -1.883806e+00
## 637 1.85005443  1.775147347 1.70617553  1.5564420123 -1.782502e+00
## 638 0.96109342  0.046517307 0.83342774 -0.2533092105  1.280602e-01
## 639 0.87395014 -0.195657721 0.82321031 -0.3047493686  3.317197e-01
## 640 0.35140801 -1.911827501 0.39897523 -1.6095575120  1.686589e+00
## 641 1.97194414  1.961667927 2.39022459  2.4487124576 -1.689147e+00
## 642 1.60261011  1.347980150 1.47526011  1.0835280706 -1.451032e+00
## 643 2.61102213  2.910841415 3.07596805  3.3129208304 -3.355548e+00
## 644 1.14278620  0.459057163 1.29839993  0.7779710700  5.155166e-01
## 645 0.60984754 -0.860483647 0.63971499 -0.7384477565  6.968276e-01
## 646 1.80118063  1.633946103 1.57166879  1.2207178837 -2.016023e+00
## 647 0.65388797 -0.744420300 0.71252046 -0.5375463593  9.922736e-01
## 648 1.31096257  0.778382806 1.02621911  0.2101555292 -7.656483e-01
## 649 0.44722082 -1.472024686 0.41775649 -1.5077049153  1.300623e+00
## 650 0.28364823 -2.142433215 0.30267638 -2.0250590197  1.639788e+00
## 651 3.11616940  3.267210965 3.07795746  3.1035691855 -3.707831e+00
## 652 0.44003890 -1.503139549 0.39934598 -1.5837333836  1.326747e+00
## 653 2.47286806  2.738777573 3.13949424  3.3922195976 -2.043423e+00
## 654 1.01327370  0.173386075 0.90561626 -0.0686114876 -2.385729e-02
## 655 0.59000367 -1.112432249 0.51123441 -1.3081963575  1.341829e+00
## 656 0.56128861 -1.115060719 0.58711083 -0.9632319341  1.083430e+00
## 657 0.47481698 -1.322853275 0.46871493 -1.2820977948  1.206342e+00
## 658 4.63627815  5.138947707 4.96338780  5.1374207554 -7.574652e+00
## 659 0.55696400 -1.080008249 0.65162165 -0.7274784670  9.495404e-01
## 660 0.12435060 -3.482636681 0.15296330 -3.0527861611  2.298981e+00
## 661 0.23529327 -2.464110693 0.23438453 -2.3503985088  1.729343e+00
## 662 0.57310460 -0.978233489 0.48166684 -1.2366600921  1.028620e+00
## 663 0.73285930 -0.568903363 0.73398622 -0.5763810056  6.742712e-01
## 664 2.05684867  2.053400588 2.29109298  2.2857631233 -1.943618e+00
## 665 1.15336413  0.500140467 1.23105809  0.6509414892 -3.116481e-01
## 666 0.35893754 -1.843341960 0.36309704 -1.8432977396  1.254428e+00
## 667 2.52432278  2.571873177 2.60441561  2.6533716116 -3.986353e+00
## 668 0.26407007 -2.470227263 0.27530290 -2.4381010370  1.756491e+00
## 669 0.50013378 -1.459364832 0.45606002 -1.5243241606  1.324763e+00
## 670 0.37460554 -1.705127614 0.35827983 -1.7252146413  1.356739e+00
## 671 0.68657561 -0.771003419 0.57208648 -1.0814886571  8.578663e-01
## 672 0.72466892 -0.534943664 0.88449080 -0.1162925065  7.807830e-01
## 673 0.31646038 -2.127746865 0.35690911 -1.8253468096  1.537701e+00
## 674 1.50525894  1.257815217 1.75219934  1.6255678089 -9.246033e-01
## 675 0.30430938 -2.334320051 0.35969088 -2.0660507287  1.613828e+00
## 676 1.03139610  0.218738230 1.06516417  0.2918018433 -8.425727e-02
## 677 0.56288948 -1.029377812 0.48368449 -1.3060926465  8.056723e-01
## 678 2.92972348  3.037014184 3.20078069  3.2068937484 -3.573034e+00
## 679 1.22052166  0.608363502 1.30179957  0.7468196545 -8.282677e-01
## 680 0.38815164 -1.714428780 0.44701698 -1.3954715072  1.608578e+00
## 681 0.80193613 -0.378805752 0.65658840 -0.7598416283  5.220597e-01
## 682 0.65002963 -0.881669824 0.64541794 -0.8306786489  7.874087e-01
## 683 0.20051902 -2.926338524 0.24058295 -2.5009579164  1.934655e+00
## 684 0.56660637 -0.924680099 0.56337762 -0.9580744149  1.073591e+00
## 685 2.28697319  2.506329766 1.97495682  1.9392052248 -2.220957e+00
## 686 0.83173371 -0.246262406 0.69220697 -0.5888051895  2.826324e-01
## 687 0.29630626 -2.418349238 0.26325022 -2.4399142479  1.752305e+00
## 688 0.31081321 -1.020679189 0.47283736 -0.8946560306  1.403999e+00
## 689 1.09686725  0.369898124 1.12537039  0.4274187202 -2.196377e-01
## 690 0.40521589 -1.794788810 0.51413919 -1.2541321440  1.379320e+00
## 691 0.41122456 -1.573483007 0.38743061 -1.5928282480  1.322824e+00
## 692 0.70870905 -0.595924346 0.81751890 -0.2725431375  7.112784e-01
## 693 0.93037985 -0.013636037 1.06119220  0.2838379814  1.172223e-01
## 694 2.10118715  2.290236177 2.61403001  2.8625173964 -1.534762e+00
## 695 0.79629092 -0.342421744 0.63312746 -0.7564987209  6.892708e-01
## 696 2.26979137  2.538602340 1.96070915  1.9490297751 -2.911747e+00
## 697 0.40505615 -1.624283728 0.46513030 -1.3143675503  1.474435e+00
## 698 0.58842407 -0.935588093 0.59324082 -0.8733983884  9.630944e-01
## 699 0.28374353 -2.136387758 0.27565230 -2.0925821316  1.736917e+00
## 700 0.36361354 -1.825606287 0.41020484 -1.5400046584  1.552398e+00
## 701 1.23849039  0.644395108 1.26780651  0.6854053042 -8.546932e-01
## 702 0.44152433 -1.438322114 0.39007031 -1.6127985379  1.297462e+00
## 703 0.32048252 -1.967601220 0.30852573 -1.9342911770  1.597153e+00
## 704 0.40125426 -1.849570589 0.41689604 -1.7973609310  1.436179e+00
## 705 1.53637422  1.247918219 1.55622637  1.2964589352 -1.308329e+00
## 706 3.57267897  3.720590702 3.42029224  3.4354857906 -6.277220e+00
## 707 1.51695939  1.159841254 1.74653370  1.4828354673 -1.507630e+00
## 708 0.52269171 -1.148678875 0.44342921 -1.4172967405  8.431623e-01
## 709 0.24248922 -2.499749061 0.27294432 -2.2052048842  1.793351e+00
## 710 0.66444174 -0.721502294 0.73796385 -0.4750221741  8.052267e-01
## 711 0.30247045 -2.206712408 0.28760436 -2.3197168137  1.440768e+00
## 712 1.86741996  1.769293470 1.87617666  1.7150255153 -2.102322e+00
## 713 1.37600947  0.906691880 1.22863890  0.6286501298 -8.124531e-01
## 714 1.48629411  1.139775054 1.42144647  0.9981972673 -7.376305e-01
## 715 0.15457019 -3.228922577 0.17801942 -2.8753153035  2.143484e+00
## 716 0.31081321 -1.020679189 0.47283736 -0.8946560306  1.403999e+00
## 717 0.21463173 -2.517123587 0.20697289 -2.4915293740  1.788306e+00
## 718 1.44478776  1.114468284 1.33451824  0.8572851427 -1.214176e+00
## 719 0.35935625 -1.808820088 0.30947562 -1.9442330667  1.483421e+00
## 720 8.94944342  7.612355595 8.40924700  7.0050933538 -1.346790e+01
## 721 0.44312308 -1.462329873 0.43704600 -1.4915132031  1.204488e+00
## 722 1.33722060  0.910485835 1.56646442  1.3009914021 -7.194818e-01
## 723 3.73245481  4.388749188 4.82762874  5.1317270772 -4.571521e+00
## 724 0.12754381 -3.459237638 0.11417292 -3.6400337954  1.925494e+00
## 725 0.72335477 -0.624391588 0.66287170 -0.8273766913  3.147068e-01
## 726 0.54196933 -1.119135660 0.51607473 -1.1824908184  1.093547e+00
## 727 1.35534066  0.860041687 1.18240205  0.5283225443 -5.035305e-01
## 728 0.54775084 -1.060971319 0.53158955 -1.0680174086  1.136079e+00
## 729 0.30588862 -2.389964478 0.24663986 -2.5586688403  1.765469e+00
## 730 0.56421195 -1.189432060 0.47190498 -1.4443503977  1.170262e+00
## 731 0.51235495 -1.206756487 0.52323011 -1.1066079297  1.108752e+00
## 732 0.77112435 -0.408666783 0.78332335 -0.3491822157  4.312935e-01
## 733 1.59510136  1.289945311 1.62616439  1.3450265752 -2.033119e+00
## 734 0.96605613  0.052805382 0.85792396 -0.2019538266 -3.429526e-04
## 735 1.76159843  1.535027763 1.71277650  1.4201154341 -2.019874e+00
## 736 0.17026393 -2.971308789 0.22194533 -2.4831020566  2.004737e+00
## 737 0.89641847 -0.116209462 1.03312749  0.2171603856  3.931109e-01
## 738 0.33263482 -1.925516245 0.31456106 -1.9158614796  1.640202e+00
## 739 0.37063877 -1.762554862 0.35711032 -1.7327687841  1.554703e+00
## 740 1.20448647  0.576133172 1.33098598  0.8072342397 -4.196328e-01
## 741 0.96920835  0.056192727 0.96739638  0.0639803762  9.958257e-02
## 742 0.22866898 -2.687941671 0.28298587 -2.2283802559  1.885134e+00
## 743 0.15165262 -3.291519715 0.17547146 -2.9216703619  2.185228e+00
## 744 0.93433499  0.001611013 0.83949661 -0.2135011657  5.288137e-02
## 745 0.18972629 -2.853497031 0.20946242 -2.5805773767  2.064894e+00
## 746 0.78139783 -0.399811777 0.85610824 -0.1814105639  5.794809e-01
## 747 1.02394010  0.190919614 0.95854923  0.0376340775  1.112123e-01
## 748 0.50049341 -1.234081912 0.52957345 -1.0758995832  1.242710e+00
## 749 0.67441922 -0.820572649 0.68854163 -0.7075723680  8.985286e-01
## 750 1.07566306  0.316327322 1.19326821  0.5656558953  6.321236e-02
## 751 0.49867180 -1.226017519 0.49663145 -1.1904533842  1.055201e+00
## 752 0.76455992 -0.419458546 0.84396370 -0.2066466720  4.523013e-01
## 753 2.28185473  2.275517160 1.95301356  1.8238112447 -1.884838e+00
## 754 0.24511560 -2.514504695 0.25250019 -2.5057440830  1.841073e+00
## 755 0.81650396 -0.286699077 0.69777122 -0.5721464640  4.753540e-01
## 756 0.94148306 -0.001825358 0.93557529 -0.0061273991  1.051240e-01
## 757 0.93891736  0.012221143 0.97673666  0.1034527751 -1.272791e-01
## 758 0.35071700 -1.875842010 0.36830298 -1.7052694464  1.613043e+00
## 759 1.23096563  0.643582744 1.19135056  0.5657625725 -8.226025e-01
## 760 0.84038454 -0.301796403 0.88245356 -0.1552524469  5.829879e-01
## 761 1.04564425  0.249537657 1.03328320  0.2258095795 -3.236361e-01
## 762 0.16615189 -3.141816825 0.19728411 -2.7457874476  2.096000e+00
## 763 1.22606759  0.643264999 1.21160672  0.6173272350 -6.935827e-01
## 764 0.20580606 -2.677394832 0.18196454 -2.8707510251  1.797813e+00
## 765 0.43511619 -1.501763505 0.48776054 -1.2331178596  1.467147e+00
## 766 1.17319373  0.514848849 1.28849286  0.7227988383 -3.143733e-01
## 767 1.48613214  1.091970040 1.63329311  1.2988609626 -8.490218e-01
## 768 0.76512590 -0.527219533 0.77384143 -0.4524654543  7.335921e-01
## 769 0.51024351 -1.210628406 0.43016507 -1.4338270503  1.095640e+00
## 770 0.47711373 -1.334582754 0.54222682 -1.1085878105  1.357125e+00
## 771 0.57968445 -1.152388200 0.58441422 -1.1452519747  1.048304e+00
## 772 1.48902635  1.153234046 1.55315815  1.2223061732 -1.047460e+00
## 773 0.80575652 -0.331825812 0.85273379 -0.2142824571  4.705974e-01
## 774 1.56209668  1.345808217 1.42477657  1.0346736624 -9.479632e-01
## 775 0.35079716 -1.852575451 0.35760994 -1.7318283636  1.561192e+00
## 776 0.64760841 -0.912887545 0.67163897 -0.7611300134  9.969318e-01
## 777 0.75542829 -0.445216032 0.68663957 -0.6234910285  9.375268e-01
## 778 1.21604650  0.607242230 1.25392107  0.6657047867 -6.192937e-01
## 779 1.08541690  0.340487338 1.12058932  0.4142864580 -7.945427e-02
## 780 0.62177818 -0.869088134 0.66295037 -0.6957366463  8.777197e-01
## 781 1.04290557  0.243428244 1.30077146  0.7467550392  2.423653e-01
## 782 2.72931338  3.179846695 2.81608111  3.1073456330 -3.617467e+00
## 783 0.48800700 -1.264842277 0.48051197 -1.2621769069  1.099650e+00
## 784 0.86535707 -0.062940031 0.70206450 -0.4778798853  7.228761e-01
## 785 1.32800761  0.814503698 1.27119635  0.6918786286 -1.105384e+00
## 786 1.30040768  0.813249555 1.27040753  0.7251870639 -7.407415e-01
## 787 0.80397323 -0.320468301 0.90661758 -0.0517608612  4.398554e-01
## 788 1.49743108  1.216173355 1.63229188  1.3994021018 -1.172092e+00
## 789 2.22285318  2.179261544 2.51048440  2.4927212774 -2.771429e+00
## 790 1.14307540  0.454110797 1.08103654  0.3247309643 -4.853564e-01
## 791 1.73192292  1.487251828 1.76379802  1.5139956932 -1.621481e+00
## 792 0.80164431 -0.419810242 0.89119008 -0.1344673962  4.710786e-01
## 793 2.48582900  2.535387569 2.14679223  2.0275439408 -2.659104e+00
## 794 1.34300643  0.862297744 1.77764305  1.5553746220 -3.128999e-01
## 795 1.05919981  0.278408780 0.94240924  0.0205171995 -2.307474e-01
## 796 0.45788638 -1.384001753 0.47399618 -1.3115741689  1.114528e+00
## 797 0.60210837 -0.922285114 0.61926085 -0.8775646040  8.785767e-01
## 798 2.20248830  2.164574483 2.38594856  2.3850426597 -2.323817e+00
## 799 3.82070621  3.904035493 3.98100445  3.9215678767 -5.418755e+00
## 800 0.93893792  0.011143596 1.04601056  0.2512393207 -2.151381e-01
## 801 0.59410872 -0.908834035 0.59249563 -0.8822091285  9.871899e-01
## 802 0.38729376 -1.769552064 0.39020114 -1.6630850078  1.450765e+00
## 803 2.22297082  2.209134026 1.73604682  1.4613973349 -2.291821e+00
## 804 0.71013468 -0.671745926 0.74715062 -0.5118519445  6.719530e-01
## 805 2.36393160  2.358280603 2.50498430  2.4758834585 -2.694324e+00
## 806 0.50900170 -1.192302620 0.54977865 -1.0094389686  1.185177e+00
## 807 1.42737904  1.074702339 1.59450355  1.3293415035 -1.123902e+00
## 808 0.48268116 -1.282681321 0.52131288 -1.1131253469  1.165737e+00
## 809 0.35928861 -1.843064542 0.37058338 -1.7010419033  1.631333e+00
## 810 0.59654750 -0.916483516 0.58104726 -0.9644623375  7.945333e-01
## 811 0.70993905 -0.573958163 0.83144260 -0.2291685907  4.983091e-01
## 812 2.13179411  2.346947314 2.57194449  2.8158599681 -1.798039e+00
## 813 2.85928317  3.030265589 2.66691151  2.8290551168 -4.551327e+00
## 814 2.30568841  2.370566679 2.52466981  2.6773484922 -3.143537e+00
## 815 0.79615301 -0.339970088 0.76457554 -0.3956564650  2.607701e-01
## 816 1.14038028  0.467789789 1.22608766  0.6372710406 -3.852101e-01
## 817 0.88946572 -0.148729917 0.82768881 -0.2887052167  2.847552e-01
## 818 0.79184344 -0.357922362 0.64118188 -0.7374612703  4.205263e-01
## 819 0.30319810 -1.206366702 0.41248320 -1.1489401471  1.412146e+00
## 820 0.22190882 -2.472596830 0.25220609 -2.2337024724  1.771888e+00
## 821 0.33308459 -1.949666248 0.31465788 -1.9377780004  1.612885e+00
## 822 0.64057429 -0.767713539 0.62063475 -0.8070975691  7.147508e-01
## 823 0.27292676 -2.222252061 0.22603433 -2.3735283221  1.739203e+00
## 824 1.44357162  1.033596480 1.27359048  0.7007590779 -1.068042e+00
## 825 0.77274164 -0.399138018 0.80081265 -0.3178554011  3.809218e-01
## 826 0.35019075 -1.811656662 0.34621522 -1.7793963131  1.363321e+00
## 827 0.31081321 -1.020679189 0.47283736 -0.8946560306  1.403999e+00
## 828 0.40140495 -2.187511616 0.41996375 -2.0917834178  7.738921e-01
## 829 0.19390214 -2.866196838 0.18073677 -3.0038032746  1.780224e+00
## 830 0.46778401 -1.592607921 0.46750096 -1.4771664543  1.302930e+00
## 831 1.06604185  0.293610464 1.02475656  0.2044858330  7.566676e-02
## 832 1.85454139  1.722782984 1.90812247  1.8186653985 -2.845639e+00
## 833 1.25200744  0.674293802 1.17568500  0.5235042363 -7.932466e-01
## 834 1.41485154  0.967948589 1.34419734  0.8223562674 -1.229311e+00
## 835 0.59464485 -1.024791825 0.54340449 -1.1310676011  8.738543e-01
## 836 0.86702163 -0.200338666 0.87006139 -0.1685206356  4.596584e-01
## 837 0.57737587 -0.962773077 0.52205590 -1.1018555743  9.273811e-01
## 838 0.83829302 -0.297463783 0.78223962 -0.4175772598  4.985596e-01
## 839 0.47794283 -1.315111336 0.44139792 -1.3829821354  1.264248e+00
## 840 0.65628678 -0.720347635 0.59887091 -0.8666129888  7.067537e-01
## 841 0.84143481 -0.233683261 0.91839400 -0.0287743686  4.016681e-01
## 842 0.83357171 -0.266894477 0.79959899 -0.3646971042  3.665619e-01
## 843 1.01251006  0.172233420 0.93139752 -0.0061517709 -9.669888e-02
## 844 0.78745428 -0.367249662 0.76771832 -0.4190671826  2.224669e-01
## 845 0.89833136 -0.084912181 0.90488499 -0.0555223333  2.070784e-01
## 846 0.21719058 -2.851509499 0.24837143 -2.4833586263  1.870646e+00
## 847 0.22031656 -2.556878599 0.20995013 -2.4967208664  1.979718e+00
## 848 0.79544845 -0.337822028 0.67670940 -0.6377037461  9.151939e-01
## 849 0.80768895 -0.355440442 0.81743984 -0.2989566793  4.573250e-01
## 850 0.30110878 -2.093286382 0.29606083 -2.0159007843  1.701496e+00
## 851 1.27487103  0.781617531 1.27348788  0.7822855671 -1.497198e+00
## 852 0.92713824 -0.017410387 1.02568113  0.2099496996  5.066181e-01
## 853 1.09330240  0.351132434 0.90147874 -0.0638719170 -2.074185e-01
## 854 1.28016275  0.721525803 1.60041900  1.2740531164 -1.950166e-01
## 855 0.62741076 -0.948420296 0.64249887 -0.8310084007  1.044010e+00
## 856 0.71180353 -0.612459029 0.72174710 -0.5579083325  6.693844e-01
## 857 0.31676495 -1.966788371 0.30173483 -1.9926046231  1.416199e+00
## 858 1.88975587  1.723285945 1.99235443  1.8426791815 -1.897931e+00
## 859 0.31339013 -1.982014270 0.33627726 -1.8166649137  1.637089e+00
## 860 1.30649549  0.935947539 1.30377780  0.9425478840  4.480690e-01
## 861 0.18394991 -2.892641346 0.16054364 -3.1120528362  1.869533e+00
## 862 2.03085796  2.057637492 2.22410963  2.3646488853 -2.222422e+00
## 863 0.58196166 -1.068779335 0.53598231 -1.2520833085  8.511827e-01
## 864 0.31645722 -2.056206403 0.36454192 -1.7353369453  1.583692e+00
## 865 1.38958515  1.006914451 1.40463844  0.9933161262 -1.085940e+00
## 866 1.10865658  0.398099233 1.15193748  0.4857763794 -8.803214e-02
## 867 0.71845281 -0.563166673 0.65578400 -0.7512290401  4.533073e-01
## 868 2.54288604  2.950339870 2.99813754  3.3368232548 -2.702294e+00
## 869 1.05525969  0.269331851 1.26914602  0.7128020753  6.633719e-02
## 870 0.56059083 -1.016490237 0.58873716 -0.8907366670  9.962765e-01
## 871 3.28082712  3.384228045 3.10325044  3.1517551416 -4.854285e+00
## 872 0.55603647 -1.125591623 0.55548026 -1.1457284432  5.672662e-01
## 873 0.87414520 -0.208175025 0.97246101  0.0715478293  2.064486e-01
## 874 0.16658493 -2.840768343 0.17271135 -2.7073821776  1.938685e+00
## 875 0.32574612 -1.963974657 0.31997139 -1.8953411645  1.565308e+00
## 876 1.16534137  0.513027362 1.10583952  0.3846146511 -5.657811e-01
## 877 0.60630087 -0.871987532 0.60380834 -0.8432618019  7.013267e-01
## 878 0.30449439 -2.092116185 0.22580573 -2.4062959652  1.645212e+00
## 879 0.72879783 -0.521769345 0.64887801 -0.7097608230  3.006921e-01
## 880 0.88221195 -0.168996908 0.84491235 -0.2437389481  3.312755e-01
## 881 0.79420488 -0.267381322 0.89829971 -0.0553409043  5.437171e-01
## 882 0.85274524 -0.207225103 1.01840894  0.1927817125  2.051484e-01
## 883 0.66888256 -0.829870450 0.53238211 -1.2231824465  9.003974e-01
## 884 1.03096862  0.208837997 1.11695664  0.4090976752 -1.004585e-01
## 885 0.84916018 -0.249974176 0.73135438 -0.5416957180  3.327295e-01
## 886 0.49040804 -1.303608725 0.51703001 -1.1420632119  1.368345e+00
## 887 8.93440319  8.365799640 5.93884118  5.9704919479 -1.149281e+01
## 888 0.38715265 -2.192664777 0.33726437 -2.4740838017  1.166702e+00
## 889 0.88149433 -0.186652288 1.01615891  0.1773028123  2.393942e-01
## 890 0.27414661 -2.262837421 0.22007297 -2.4526505438  1.816856e+00
## 891 1.24668627  0.685764647 1.40912415  1.0163411517  1.072421e-01
## 892 0.65791518 -0.822684905 0.54069113 -1.1493626382  9.524114e-01
## 893 2.39324885  2.692497012 2.53899865  2.9181662654 -4.043260e+00
## 894 0.91097703 -0.085464867 0.86714395 -0.1763222152  1.548594e-01
## 895 0.36194545 -1.879892570 0.43638971 -1.4731072587  1.572459e+00
## 896 2.45322681  2.476366823 2.27590842  2.2311763835 -3.456890e+00
## 897 1.78877108  1.582032532 1.70284302  1.4056308064 -2.061129e+00
## 898 0.39698830 -1.817287860 0.42184886 -1.6025246329  1.408116e+00
## 899 0.84875967 -0.274994991 0.88762742 -0.1403779304  6.784413e-01
## 900 0.15165262 -3.291519715 0.17547146 -2.9216703619  2.185228e+00
## 901 0.50334666 -1.351649968 0.46371895 -1.4180132228  1.246493e+00
## 902 0.71598303 -0.655226756 0.70458533 -0.7007623986  6.834089e-01
## 903 0.50174934 -1.243057306 0.42662041 -1.5312876149  1.534087e+00
## 904 1.03678938  0.229345599 1.13051403  0.4289842964 -2.769415e-02
## 905 0.40808032 -1.764331022 0.41789541 -1.7441375963  1.327964e+00
## 906 0.72794878 -0.517720090 0.67924517 -0.6258902561  4.974498e-01
## 907 0.51848636 -1.197625419 0.51518173 -1.1836542833  1.164734e+00
## 908 0.30319810 -1.206366702 0.41248320 -1.1489401471  1.412146e+00
## 909 6.73681623  6.843577844 5.19890869  5.3521473046 -8.791833e+00
## 910 0.95102742 -0.034746762 1.02322052  0.1807539143  2.028282e-01
## 911 0.45103587 -1.399336086 0.49973374 -1.1811629897  1.248411e+00
## 912 0.43504647 -1.467914284 0.44380118 -1.4160130417  1.447669e+00
## 913 0.37911833 -1.871374052 0.41264589 -1.6204860088  1.419244e+00
## 914 0.92708962 -0.022399461 0.96067123  0.0671203638  1.106427e-01
## 915 0.69865113 -0.659112757 0.65507499 -0.8067396406  2.131062e-01
## 916 0.45520860 -1.438227379 0.43119633 -1.5481899309  1.211141e+00
## 917 0.89697410  0.013365626 1.02123530  0.2144489942  8.984493e-01
## 918 0.39485141 -1.680760947 0.43503604 -1.5303184910  1.426488e+00
## 919 0.37147111 -1.745820327 0.37108555 -1.6635723714  1.554133e+00
## 920 1.04039229  0.238576981 0.85599085 -0.1802864311 -6.441601e-01
## 921 1.25278555  0.731590554 1.14554046  0.4732811002 -7.067290e-01
## 922 1.04351795  0.241391291 0.95042675  0.0279014794 -2.596059e-01
## 923 0.72114569 -0.651612819 0.60152723 -0.9729531786  7.247261e-01
## 924 1.59493101  1.275984857 1.62216481  1.3125342377 -1.218734e+00
## 925 0.37339279 -2.034111699 0.30405148 -2.2323645208  1.689458e+00
## 926 0.65169052 -0.859726619 0.58254086 -1.0264095523  7.657182e-01
## 927 0.75871973 -0.670570785 0.68018916 -0.9631245258  1.169191e+00
## 928 0.76449977 -0.548294313 0.70777252 -0.7364870544  7.767310e-01
## 929 0.63398370 -0.787246834 0.57961326 -0.9177790140  7.200540e-01
## 930 0.16277573 -2.882325277 0.13811237 -2.9538205819  2.043401e+00
## 931 1.29458227  0.748600994 1.09151700  0.3466826197 -5.640982e-01
## 932 0.29785165 -2.403034372 0.28993417 -2.2848543210  1.678474e+00
## 933 1.45503770  1.125653532 1.88014353  1.7908368371 -4.281124e-01
## 934 1.94434950  1.971352226 1.87064293  1.7692637168 -1.574103e+00
## 935 1.13138524  0.414170944 1.01178898  0.1896322651  1.260336e-01
## 936 0.99616638  0.171225770 1.13151782  0.4190035429  2.599545e-01
## 937 0.32258976 -1.141033768 0.45659409 -1.0126609063  1.335307e+00
## 938 3.12001094  3.591548445 3.76454260  4.0737368588 -4.439552e+00
## 939 0.83157334 -0.306153622 0.79667094 -0.3685589191  4.587810e-01
## 940 1.51001393  1.145105007 1.61080764  1.3172939281 -8.293201e-01
## 941 0.73725439 -0.509639508 0.74570596 -0.4527254092  5.616997e-01
## 942 1.18985842  0.570227015 1.36339920  0.9007041712 -4.521630e-01
## 943 1.13153140  0.442093073 0.92735999 -0.0281235879  1.703572e-01
## 944 1.17615340  0.521235699 1.09515798  0.3533785117 -4.755655e-01
## 945 2.50324160  2.883821397 2.78254764  3.0718219891 -3.687693e+00
## 946 0.34674984 -1.843477562 0.35268900 -1.7348903979  1.586912e+00
## 947 0.96432304  0.069063509 1.16106545  0.4892484355  3.245970e-01
## 948 1.41544946  0.986413089 1.32362427  0.8204662937 -1.163128e+00
## 949 0.36152784 -2.448298321 0.35946352 -2.4651961347  2.528101e-01
## 950 0.89406804 -0.093877458 0.86024263 -0.1600422667  7.705632e-01
## 951 1.11762278  0.390588524 1.01986917  0.2050682827  1.166047e-01
## 952 0.24752432 -2.389432874 0.25855649 -2.2140572371  1.855031e+00
## 953 0.52404780 -1.164530488 0.40717416 -1.5247867719  1.108682e+00
## 954 0.42638482 -1.494035070 0.47293414 -1.2741634988  1.195149e+00
## 955 1.29873398  0.800994158 1.32757520  0.8303012268 -6.867557e-01
## 956 0.72274245 -0.663051997 0.71305840 -0.6330018991  8.777293e-01
## 957 0.91141946 -0.018235497 0.93922379  0.0303112290  3.030752e-01
## 958 2.17281736  2.242244121 2.33636652  2.3659033016 -2.914938e+00
## 959 0.63295720 -0.806209061 0.61144745 -0.8733872987  8.145894e-01
## 960 0.48405725 -1.340191438 0.50562565 -1.1921828793  1.296343e+00
#modified version (remove item with loading lower than 0.4)
DGS_7model_1 <- DGS %>%
  select(c(DGS_12,DGS_15,DGS_17,DGS_19,DGS_32,DGS_33,DGS_49,DGS_56,DGS_60,DGS_75))

DGS_IRT_1 = mirt(data = DGS_7model_1,
      model = 1, #this is for one factor
      itemtype = "gpcmIRT" #generalized partial credit model
)
## 
Iteration: 1, Log-Lik: -13316.051, Max-Change: 1.89281
Iteration: 2, Log-Lik: -13123.368, Max-Change: 0.57293
Iteration: 3, Log-Lik: -13074.025, Max-Change: 0.51877
Iteration: 4, Log-Lik: -13046.144, Max-Change: 0.19306
Iteration: 5, Log-Lik: -13036.282, Max-Change: 0.27912
Iteration: 6, Log-Lik: -13028.797, Max-Change: 0.10211
Iteration: 7, Log-Lik: -13025.062, Max-Change: 0.08014
Iteration: 8, Log-Lik: -13022.488, Max-Change: 0.07358
Iteration: 9, Log-Lik: -13020.708, Max-Change: 0.06263
Iteration: 10, Log-Lik: -13019.017, Max-Change: 0.09635
Iteration: 11, Log-Lik: -13018.241, Max-Change: 0.04367
Iteration: 12, Log-Lik: -13017.727, Max-Change: 0.01685
Iteration: 13, Log-Lik: -13017.416, Max-Change: 0.01661
Iteration: 14, Log-Lik: -13017.137, Max-Change: 0.01296
Iteration: 15, Log-Lik: -13016.915, Max-Change: 0.01179
Iteration: 16, Log-Lik: -13016.116, Max-Change: 0.00585
Iteration: 17, Log-Lik: -13016.073, Max-Change: 0.00527
Iteration: 18, Log-Lik: -13016.041, Max-Change: 0.00277
Iteration: 19, Log-Lik: -13016.011, Max-Change: 0.00211
Iteration: 20, Log-Lik: -13015.991, Max-Change: 0.00233
Iteration: 21, Log-Lik: -13015.971, Max-Change: 0.00197
Iteration: 22, Log-Lik: -13015.922, Max-Change: 0.00269
Iteration: 23, Log-Lik: -13015.911, Max-Change: 0.00188
Iteration: 24, Log-Lik: -13015.904, Max-Change: 0.00104
Iteration: 25, Log-Lik: -13015.897, Max-Change: 0.00144
Iteration: 26, Log-Lik: -13015.892, Max-Change: 0.00094
Iteration: 27, Log-Lik: -13015.889, Max-Change: 0.00125
Iteration: 28, Log-Lik: -13015.884, Max-Change: 0.00127
Iteration: 29, Log-Lik: -13015.881, Max-Change: 0.00101
Iteration: 30, Log-Lik: -13015.879, Max-Change: 0.00069
Iteration: 31, Log-Lik: -13015.878, Max-Change: 0.00050
Iteration: 32, Log-Lik: -13015.876, Max-Change: 0.00064
Iteration: 33, Log-Lik: -13015.875, Max-Change: 0.00070
Iteration: 34, Log-Lik: -13015.874, Max-Change: 0.00061
Iteration: 35, Log-Lik: -13015.873, Max-Change: 0.00062
Iteration: 36, Log-Lik: -13015.872, Max-Change: 0.00052
Iteration: 37, Log-Lik: -13015.868, Max-Change: 0.00079
Iteration: 38, Log-Lik: -13015.868, Max-Change: 0.00046
Iteration: 39, Log-Lik: -13015.867, Max-Change: 0.00032
Iteration: 40, Log-Lik: -13015.867, Max-Change: 0.00030
Iteration: 41, Log-Lik: -13015.867, Max-Change: 0.00032
Iteration: 42, Log-Lik: -13015.867, Max-Change: 0.00064
Iteration: 43, Log-Lik: -13015.867, Max-Change: 0.00077
Iteration: 44, Log-Lik: -13015.866, Max-Change: 0.00020
Iteration: 45, Log-Lik: -13015.866, Max-Change: 0.00028
Iteration: 46, Log-Lik: -13015.866, Max-Change: 0.00021
Iteration: 47, Log-Lik: -13015.866, Max-Change: 0.00044
Iteration: 48, Log-Lik: -13015.866, Max-Change: 0.00068
Iteration: 49, Log-Lik: -13015.865, Max-Change: 0.00032
Iteration: 50, Log-Lik: -13015.865, Max-Change: 0.00063
Iteration: 51, Log-Lik: -13015.865, Max-Change: 0.00023
Iteration: 52, Log-Lik: -13015.865, Max-Change: 0.00019
Iteration: 53, Log-Lik: -13015.865, Max-Change: 0.00030
Iteration: 54, Log-Lik: -13015.865, Max-Change: 0.00017
Iteration: 55, Log-Lik: -13015.865, Max-Change: 0.00072
Iteration: 56, Log-Lik: -13015.865, Max-Change: 0.00028
Iteration: 57, Log-Lik: -13015.865, Max-Change: 0.00047
Iteration: 58, Log-Lik: -13015.865, Max-Change: 0.00039
Iteration: 59, Log-Lik: -13015.865, Max-Change: 0.00015
Iteration: 60, Log-Lik: -13015.865, Max-Change: 0.00030
Iteration: 61, Log-Lik: -13015.865, Max-Change: 0.00015
Iteration: 62, Log-Lik: -13015.865, Max-Change: 0.00025
Iteration: 63, Log-Lik: -13015.865, Max-Change: 0.00014
Iteration: 64, Log-Lik: -13015.865, Max-Change: 0.00057
Iteration: 65, Log-Lik: -13015.865, Max-Change: 0.00023
Iteration: 66, Log-Lik: -13015.865, Max-Change: 0.00039
Iteration: 67, Log-Lik: -13015.865, Max-Change: 0.00032
Iteration: 68, Log-Lik: -13015.865, Max-Change: 0.00012
Iteration: 69, Log-Lik: -13015.864, Max-Change: 0.00024
Iteration: 70, Log-Lik: -13015.864, Max-Change: 0.00013
Iteration: 71, Log-Lik: -13015.864, Max-Change: 0.00021
Iteration: 72, Log-Lik: -13015.864, Max-Change: 0.00011
Iteration: 73, Log-Lik: -13015.864, Max-Change: 0.00046
Iteration: 74, Log-Lik: -13015.864, Max-Change: 0.00018
Iteration: 75, Log-Lik: -13015.864, Max-Change: 0.00032
Iteration: 76, Log-Lik: -13015.864, Max-Change: 0.00026
Iteration: 77, Log-Lik: -13015.864, Max-Change: 0.00010
summary(DGS_IRT_1)
##           F1    h2
## DGS_12 0.541 0.293
## DGS_15 0.616 0.380
## DGS_17 0.625 0.390
## DGS_19 0.475 0.226
## DGS_32 0.535 0.286
## DGS_33 0.675 0.456
## DGS_49 0.505 0.255
## DGS_56 0.555 0.308
## DGS_60 0.600 0.360
## DGS_75 0.452 0.204
## 
## SS loadings:  3.158 
## Proportion Var:  0.316 
## 
## Factor correlations: 
## 
##    F1
## F1  1
coef(DGS_IRT_1, IRTpars = T)
## $DGS_12
##        a1   b1     b2     b3     b4     b5    b6 c
## par 1.095 -2.6 -2.252 -2.554 -1.537 -0.331 1.315 0
## 
## $DGS_15
##        a1     b1     b2    b3     b4     b5    b6 c
## par 1.331 -1.627 -2.853 -1.63 -1.493 -0.267 1.236 0
## 
## $DGS_17
##        a1     b1     b2     b3     b4     b5    b6 c
## par 1.361 -1.619 -2.277 -1.893 -1.442 -0.176 1.212 0
## 
## $DGS_19
##        a1     b1    b2     b3     b4    b5    b6 c
## par 0.919 -2.596 -1.63 -2.172 -0.464 0.922 2.321 0
## 
## $DGS_32
##        a1     b1     b2     b3     b4    b5    b6 c
## par 1.077 -2.197 -1.959 -1.758 -1.269 -0.18 1.201 0
## 
## $DGS_33
##        a1     b1     b2     b3     b4     b5    b6 c
## par 1.558 -2.474 -1.828 -1.986 -1.288 -0.515 1.062 0
## 
## $DGS_49
##        a1     b1     b2     b3     b4    b5    b6 c
## par 0.997 -1.824 -1.538 -1.108 -0.111 1.134 2.018 0
## 
## $DGS_56
##        a1     b1     b2     b3     b4    b5    b6 c
## par 1.136 -2.111 -1.563 -1.123 -0.562 0.861 1.944 0
## 
## $DGS_60
##        a1     b1     b2     b3     b4    b5    b6 c
## par 1.277 -1.729 -2.032 -1.879 -1.043 0.177 1.189 0
## 
## $DGS_75
##        a1     b1     b2     b3     b4    b5    b6 c
## par 0.863 -3.278 -1.862 -1.773 -0.464 0.674 2.139 0
## 
## $GroupPars
##     MEAN_1 COV_11
## par      0      1
#itemplot(DGS_IRT_1, 1, type = "trace")
itemplot(DGS_IRT_1, 1, type = "info")

plot(DGS_IRT_1, type = "trace")

plot(DGS_IRT_1, type = "info")

plot(DGS_IRT_1) #expected score curve

#person fit
fscores(DGS_IRT_1) #factor score for each participants
##                   F1
##   [1,] -0.5591482732
##   [2,]  1.2938690013
##   [3,] -0.9151007797
##   [4,]  0.6378454361
##   [5,] -1.2207627032
##   [6,] -0.7372639492
##   [7,]  0.1421492162
##   [8,]  0.0302327330
##   [9,]  0.6561012308
##  [10,] -1.0608253474
##  [11,]  0.6671779588
##  [12,]  0.1831612093
##  [13,] -0.1291955812
##  [14,] -0.2328704484
##  [15,]  0.1561485734
##  [16,]  0.4221469230
##  [17,]  0.3879535817
##  [18,]  1.4733971419
##  [19,] -0.1687592030
##  [20,]  0.6050534770
##  [21,] -1.3975314581
##  [22,] -0.4147493807
##  [23,]  0.3560523929
##  [24,]  0.1084435405
##  [25,]  0.3589111281
##  [26,] -1.2724916275
##  [27,] -1.0380226564
##  [28,]  0.8575196843
##  [29,]  0.0862091387
##  [30,] -0.5486242773
##  [31,]  0.0828163967
##  [32,]  1.3148370777
##  [33,] -0.0889511779
##  [34,] -0.0439439036
##  [35,] -0.8502213836
##  [36,]  0.6561576601
##  [37,] -0.0883049078
##  [38,] -0.7339493097
##  [39,] -0.4383855266
##  [40,] -0.8984794608
##  [41,] -0.0751273474
##  [42,] -1.3714616255
##  [43,]  0.8108195001
##  [44,] -0.0028928633
##  [45,] -0.0238779624
##  [46,] -0.9219232205
##  [47,]  0.8627877856
##  [48,] -1.5150660836
##  [49,]  0.2861392261
##  [50,]  0.1618116302
##  [51,] -1.4108497410
##  [52,]  0.9203883398
##  [53,]  1.3238452519
##  [54,]  0.0534493341
##  [55,]  0.1729773375
##  [56,]  2.2821822551
##  [57,] -0.9859426043
##  [58,] -0.7009153837
##  [59,] -0.1892159602
##  [60,] -0.4490380911
##  [61,]  0.6420123549
##  [62,] -0.8019288233
##  [63,] -0.6555934043
##  [64,]  0.6731098794
##  [65,] -1.0637001655
##  [66,] -0.4510520261
##  [67,] -0.7213604652
##  [68,]  0.3035178090
##  [69,]  0.0379822908
##  [70,]  0.2273484007
##  [71,]  0.7858023671
##  [72,]  0.2812536098
##  [73,]  1.7345737397
##  [74,]  0.0634473071
##  [75,] -0.3426788694
##  [76,] -0.5728668627
##  [77,] -1.0640862722
##  [78,] -0.2501920731
##  [79,]  1.9445062393
##  [80,] -0.8259700826
##  [81,] -0.6344594008
##  [82,]  0.5199885780
##  [83,] -0.3701228243
##  [84,] -0.5396835111
##  [85,]  0.3016224281
##  [86,]  0.7561040300
##  [87,]  0.3252398171
##  [88,] -1.0038333014
##  [89,] -0.5263321200
##  [90,]  0.1119114618
##  [91,] -0.1956737014
##  [92,] -0.3886006224
##  [93,]  1.3550294549
##  [94,] -0.4542407344
##  [95,]  1.1955799278
##  [96,] -2.0478415449
##  [97,] -0.2228033113
##  [98,] -0.7698473189
##  [99,]  0.2961677772
## [100,] -0.9678343535
## [101,]  0.6156987281
## [102,] -0.0362186086
## [103,] -0.1631029938
## [104,] -1.1660108404
## [105,] -1.2343181039
## [106,]  0.1303638713
## [107,]  2.3125499567
## [108,] -0.0672240909
## [109,] -0.5185119293
## [110,]  2.2570250233
## [111,] -0.1548869769
## [112,] -0.8363297790
## [113,]  0.1464696138
## [114,]  0.0748137372
## [115,] -0.9016880588
## [116,]  0.2898175016
## [117,]  0.7025202958
## [118,]  0.2296290136
## [119,]  0.3437692142
## [120,]  0.1676587864
## [121,]  1.1785683756
## [122,] -0.2724092116
## [123,] -0.2157380569
## [124,] -1.2281015401
## [125,]  1.6599635216
## [126,] -1.2132362187
## [127,] -0.8725089702
## [128,]  0.7766070469
## [129,]  0.0880847680
## [130,] -1.1290234110
## [131,]  0.6531856473
## [132,]  0.5293226488
## [133,] -0.5294238720
## [134,] -0.6283883698
## [135,] -0.2070974050
## [136,] -1.5722883668
## [137,] -1.0219377810
## [138,] -0.6687025379
## [139,]  0.7910137782
## [140,] -0.7550433063
## [141,] -0.5260008716
## [142,]  0.2797161368
## [143,] -0.4482215913
## [144,] -1.0292176092
## [145,]  0.0658553859
## [146,] -0.2608481618
## [147,]  0.8556613696
## [148,]  0.4905176443
## [149,] -1.5330827273
## [150,] -0.6497078415
## [151,]  0.8977148109
## [152,] -0.3641135171
## [153,] -0.3482187584
## [154,] -1.5451863354
## [155,] -0.3330876008
## [156,]  0.8647697120
## [157,]  0.7030845363
## [158,] -0.1001118551
## [159,]  0.8556613696
## [160,]  2.1865333207
## [161,] -0.2885753923
## [162,] -0.9793720468
## [163,] -1.6468893777
## [164,] -0.5022742570
## [165,] -0.5822260690
## [166,] -0.8440350083
## [167,]  1.2301281590
## [168,] -1.2621160299
## [169,]  0.0194825131
## [170,] -1.1046475597
## [171,]  0.4629933733
## [172,] -0.7122189829
## [173,] -0.8060180752
## [174,]  0.3992405921
## [175,]  2.8171438623
## [176,] -0.0937293717
## [177,] -0.7659524515
## [178,] -0.3105296609
## [179,]  0.5139143355
## [180,] -0.3256878325
## [181,] -0.7544517484
## [182,] -0.2638439561
## [183,]  0.2756108686
## [184,]  0.6440995085
## [185,] -0.9206295699
## [186,]  0.2026108103
## [187,]  0.4168843913
## [188,] -0.8301056849
## [189,]  0.5199885780
## [190,] -0.3424142023
## [191,] -0.7451517675
## [192,]  0.4189525635
## [193,]  0.4599374646
## [194,] -0.0728502344
## [195,] -1.1533997492
## [196,]  2.1202621937
## [197,] -1.5531072599
## [198,]  0.0306078508
## [199,] -0.0791027549
## [200,]  0.7310843683
## [201,]  1.1624721502
## [202,]  0.0912143300
## [203,] -0.2279715581
## [204,] -0.8483504117
## [205,]  0.5283486774
## [206,] -0.5364231997
## [207,] -0.4843742574
## [208,]  0.7135600707
## [209,]  2.8171438623
## [210,]  2.3296736027
## [211,]  0.1576390535
## [212,] -0.3778738593
## [213,] -1.1799610756
## [214,] -0.1162499429
## [215,] -0.7666372107
## [216,]  0.6668345352
## [217,]  0.3084311217
## [218,] -1.1275402153
## [219,] -0.7865992612
## [220,]  0.5877610823
## [221,] -1.2220945423
## [222,]  1.7031566893
## [223,] -0.9244403957
## [224,] -0.2472536046
## [225,] -0.7989751935
## [226,] -1.7708393912
## [227,]  0.2700926814
## [228,]  0.1583093295
## [229,]  0.3491036536
## [230,]  0.3019722173
## [231,] -0.8869614838
## [232,] -0.4776432287
## [233,]  0.1744112259
## [234,] -0.4633553227
## [235,]  0.5766615334
## [236,] -0.9627015710
## [237,] -0.0807319319
## [238,]  1.8232584817
## [239,] -0.1829280916
## [240,]  0.3902668445
## [241,] -0.0905202777
## [242,] -0.7259540253
## [243,]  1.0402664951
## [244,]  2.0789967481
## [245,]  0.8903691555
## [246,] -1.0543623071
## [247,] -1.6431359237
## [248,] -0.3849182718
## [249,] -0.8037326528
## [250,]  0.0007544431
## [251,]  1.0819905365
## [252,]  0.8811453253
## [253,] -1.2245520484
## [254,] -1.0494891205
## [255,] -0.5773781210
## [256,]  0.0888209483
## [257,] -0.9489590969
## [258,] -0.3193075022
## [259,] -0.3737933507
## [260,]  0.8556613696
## [261,] -0.7859925605
## [262,] -1.2227958679
## [263,] -0.6508530913
## [264,] -1.5167100056
## [265,] -0.6534890772
## [266,] -2.9579354586
## [267,] -0.3783839360
## [268,]  0.5919704022
## [269,]  0.0592146368
## [270,] -0.3088256825
## [271,] -0.3574139496
## [272,] -0.4983183252
## [273,] -0.7864136589
## [274,] -1.3492173361
## [275,] -1.3461127437
## [276,]  0.9963772709
## [277,]  0.2183772406
## [278,] -1.2862246617
## [279,] -1.4769065917
## [280,] -1.4959640468
## [281,]  0.0144541936
## [282,] -0.1044312235
## [283,] -0.8986021625
## [284,] -0.6326808564
## [285,] -0.2469914772
## [286,] -0.6439056165
## [287,]  0.9546765810
## [288,]  0.9922227528
## [289,]  0.0829938130
## [290,]  0.1729490570
## [291,]  1.4918964957
## [292,] -0.2294310101
## [293,]  0.6243497930
## [294,] -0.3101167799
## [295,] -0.0022013127
## [296,]  0.2377372351
## [297,]  0.4630056545
## [298,] -0.3413725806
## [299,]  0.5567466966
## [300,]  0.5222626300
## [301,]  0.2223670593
## [302,]  0.2407968530
## [303,]  0.3846658645
## [304,] -0.8672562869
## [305,]  0.7220676653
## [306,]  1.0804454321
## [307,]  0.3271364743
## [308,]  0.5427217573
## [309,]  1.5671122347
## [310,] -0.9342046833
## [311,]  0.0285294345
## [312,]  2.3296736027
## [313,] -0.2351119291
## [314,]  0.1427150369
## [315,] -1.2220091693
## [316,] -0.9158003488
## [317,]  0.7496761830
## [318,] -0.9626264778
## [319,] -0.5433342705
## [320,] -0.1776104175
## [321,] -0.4735479920
## [322,]  1.0978540932
## [323,] -0.2860220134
## [324,] -0.6050903411
## [325,] -0.5487478498
## [326,]  0.1408799994
## [327,] -0.9086414532
## [328,] -0.3940237305
## [329,] -0.3336369917
## [330,]  0.7652743726
## [331,]  0.4924359569
## [332,]  0.1044773879
## [333,]  1.4671056487
## [334,] -0.8842744712
## [335,]  0.8602273990
## [336,]  0.1558730126
## [337,]  0.3155978492
## [338,]  0.1754529725
## [339,]  0.5332871170
## [340,] -0.8362318522
## [341,]  0.9410054934
## [342,] -0.4232173310
## [343,] -1.5373889751
## [344,]  1.1298126611
## [345,]  2.8171438623
## [346,] -1.5516618689
## [347,] -0.2256747514
## [348,] -0.8075753780
## [349,] -0.3036691778
## [350,] -0.1029190029
## [351,] -0.2233156029
## [352,] -0.3694783877
## [353,] -0.0920967579
## [354,] -0.7382921496
## [355,] -0.2239800958
## [356,]  0.8585791074
## [357,] -0.8268589552
## [358,] -0.7373068284
## [359,] -0.5981307933
## [360,] -1.4911668093
## [361,] -0.2629804196
## [362,] -1.0706158070
## [363,] -3.5037802113
## [364,] -2.0824136622
## [365,] -0.0774601426
## [366,] -0.8109417866
## [367,]  0.4379281752
## [368,] -0.0887380145
## [369,] -1.8293961488
## [370,] -1.2595955825
## [371,] -1.0645983615
## [372,]  0.2026926379
## [373,] -1.0354262919
## [374,]  0.3896732763
## [375,] -1.2265294253
## [376,] -0.8580723539
## [377,] -1.1533997492
## [378,]  0.9384895324
## [379,] -0.2187141393
## [380,] -0.8690498768
## [381,] -0.4895804794
## [382,]  1.9933282008
## [383,] -0.0246534393
## [384,]  0.9859658201
## [385,]  0.1756681178
## [386,] -2.0690318167
## [387,] -0.2396822206
## [388,] -0.4742900942
## [389,]  1.0071018139
## [390,]  0.5475738101
## [391,]  0.3102455835
## [392,] -0.2875950701
## [393,]  0.2727909587
## [394,] -0.9971483291
## [395,] -0.8408733594
## [396,]  0.4508989355
## [397,]  1.3340429432
## [398,] -0.6309907804
## [399,]  0.8556613696
## [400,] -0.1286076671
## [401,] -1.0482353539
## [402,]  0.2297681629
## [403,] -0.1613134047
## [404,]  0.3687956973
## [405,] -1.1890768810
## [406,] -1.2265136035
## [407,] -1.5353377451
## [408,]  0.2053366050
## [409,] -1.0358069376
## [410,] -0.5140986459
## [411,] -0.3730858380
## [412,] -0.0185627521
## [413,]  0.0935094937
## [414,] -0.4771555827
## [415,] -0.2841067806
## [416,]  0.7789975793
## [417,] -1.7978128554
## [418,]  1.2793600943
## [419,]  0.2528253652
## [420,] -0.7242567054
## [421,] -0.1137616545
## [422,] -0.2145942611
## [423,] -0.3064335994
## [424,]  0.5120119771
## [425,] -0.5596616529
## [426,]  0.2940782550
## [427,] -0.3491561295
## [428,]  2.8171438623
## [429,]  0.1299614352
## [430,] -0.6880361431
## [431,]  1.1754753617
## [432,] -0.9947776026
## [433,]  0.4185542486
## [434,]  0.6274547729
## [435,]  1.4733971419
## [436,]  0.6286695396
## [437,] -0.7943071198
## [438,]  0.8809019789
## [439,]  0.3394181256
## [440,] -0.0314557853
## [441,]  0.2794515378
## [442,]  0.9909838253
## [443,]  0.5751023073
## [444,]  0.2863464303
## [445,] -0.1975914357
## [446,]  0.4333649024
## [447,] -1.2735229519
## [448,] -0.2959914221
## [449,] -0.0309119975
## [450,]  0.8622663523
## [451,]  1.8119877889
## [452,] -2.0963350159
## [453,] -0.8905158392
## [454,] -0.9024755412
## [455,]  1.1856537441
## [456,]  0.7866447048
## [457,]  0.0729197278
## [458,] -0.2838403634
## [459,]  2.5805431472
## [460,] -0.8753250773
## [461,] -0.3028557057
## [462,]  0.9407522052
## [463,]  1.1747447918
## [464,] -0.9172952092
## [465,] -0.2296852935
## [466,]  0.3586387977
## [467,] -1.2623283362
## [468,]  1.5250666496
## [469,] -0.8704572813
## [470,] -0.9464701484
## [471,]  0.7816359919
## [472,]  0.8674548566
## [473,] -0.8933227648
## [474,] -0.4848214978
## [475,] -0.3859172618
## [476,]  0.7496761830
## [477,]  1.0721850326
## [478,] -0.1034851128
## [479,] -1.0559644540
## [480,] -0.4976798286
## [481,]  0.2560555220
## [482,] -0.1762829142
## [483,]  1.7345737397
## [484,] -0.9797297091
## [485,]  0.6440995085
## [486,] -0.5244192687
## [487,] -0.8762494331
## [488,]  1.5324046949
## [489,] -0.9293602220
## [490,]  0.3142523762
## [491,]  0.8785485938
## [492,] -0.2741881959
## [493,]  0.6386572673
## [494,]  0.4030338388
## [495,] -0.4127950737
## [496,] -0.0647329779
## [497,]  1.4490229600
## [498,] -0.6399899023
## [499,] -0.9938679850
## [500,] -1.8902209451
## [501,] -0.3463996037
## [502,] -0.2794884728
## [503,]  1.1439027152
## [504,] -1.3442246049
## [505,]  0.3725443465
## [506,] -0.2587823966
## [507,]  0.3745023532
## [508,] -1.0005668416
## [509,] -0.2487645692
## [510,]  0.5271715011
## [511,] -0.7660725589
## [512,] -0.5393656629
## [513,]  0.8410327480
## [514,] -0.4340291577
## [515,] -0.2892188963
## [516,] -0.2180855055
## [517,] -0.0399539883
## [518,] -1.0447279887
## [519,]  0.1839152393
## [520,] -0.0554558607
## [521,]  0.3638796950
## [522,]  0.0197805644
## [523,]  1.9591689438
## [524,] -0.1955841083
## [525,]  0.8192199743
## [526,]  0.6286695396
## [527,] -1.2764464377
## [528,] -0.4857425611
## [529,]  0.0012067151
## [530,] -0.2729778074
## [531,]  1.0922269759
## [532,]  1.9815579226
## [533,] -1.1084349507
## [534,] -0.3808939659
## [535,] -0.1776104175
## [536,] -0.3864069224
## [537,] -0.6985065243
## [538,] -1.1697341195
## [539,] -0.5843282520
## [540,] -0.3129743204
## [541,]  0.1182858327
## [542,] -1.5189099593
## [543,] -0.5142426474
## [544,] -1.6633751959
## [545,]  1.1824899182
## [546,]  0.8455433750
## [547,]  0.7870233160
## [548,] -0.5190530934
## [549,] -1.9709595447
## [550,]  0.9311444840
## [551,]  0.3568189558
## [552,]  2.2649105397
## [553,]  0.2611985810
## [554,] -0.4514192121
## [555,]  0.0213438213
## [556,]  2.3296736027
## [557,]  0.1030315301
## [558,]  1.4115978755
## [559,]  0.2166697545
## [560,] -1.1470950987
## [561,]  0.5984416443
## [562,] -0.1389828388
## [563,] -1.5202454952
## [564,]  0.1178263246
## [565,]  0.2235866845
## [566,]  0.8556613696
## [567,]  0.3341749727
## [568,]  0.3264746810
## [569,] -0.0469285633
## [570,] -0.9083924397
## [571,]  1.4188271964
## [572,] -0.3310705372
## [573,] -0.0930254846
## [574,] -0.6242079040
## [575,] -1.0273395236
## [576,] -0.4976798286
## [577,] -0.4875524568
## [578,] -0.6300511691
## [579,]  0.6378454361
## [580,]  0.0293674724
## [581,] -1.0730650974
## [582,] -0.9375440858
## [583,] -0.1132243645
## [584,]  1.2514948257
## [585,] -0.9432153170
## [586,]  1.9196387081
## [587,] -0.9124128554
## [588,] -0.3385106601
## [589,]  0.2885916632
## [590,]  0.6897320271
## [591,]  1.1767252725
## [592,]  0.2611985810
## [593,]  1.9725587407
## [594,]  1.1362538183
## [595,]  1.6809758898
## [596,] -0.2771574403
## [597,] -0.0869336691
## [598,]  0.0582653306
## [599,] -0.4435225040
## [600,] -1.3041310575
## [601,] -0.1495504715
## [602,] -0.4155387289
## [603,] -0.4678169438
## [604,]  0.8650720652
## [605,] -0.1871185959
## [606,] -0.3438082293
## [607,]  0.1935601864
## [608,] -0.4326299509
## [609,] -0.3800253286
## [610,] -0.7487027477
## [611,]  2.3113612396
## [612,] -1.6397712567
## [613,] -0.4175460302
## [614,]  1.2556046604
## [615,]  2.5661313306
## [616,]  0.7413983608
## [617,] -1.0870771158
## [618,]  0.7978088517
## [619,] -0.4916892837
## [620,]  0.2328772108
## [621,] -0.2138734879
## [622,] -0.5754202740
## [623,]  0.6375577488
## [624,] -0.8393495712
## [625,]  1.2142741711
## [626,] -1.8535071856
## [627,]  0.4218526647
## [628,] -0.6958539363
## [629,] -1.3951268365
## [630,]  0.5055821920
## [631,] -0.9633052254
## [632,]  0.0241543631
## [633,]  0.2338186923
## [634,] -0.4334531618
## [635,] -0.0235468833
## [636,] -0.5672595484
## [637,] -1.2739039084
## [638,]  0.5494071997
## [639,]  1.4490251810
## [640,]  0.2955830445
## [641,]  0.7379927690
## [642,]  0.4404553841
## [643,]  0.8578251436
## [644,] -0.9231580704
## [645,] -0.4520029620
## [646,]  0.3327001177
## [647,] -0.1467137752
## [648,] -0.4891370998
## [649,]  0.1395807053
## [650,] -0.7601489565
## [651,] -0.0614858177
## [652,]  0.1585235618
## [653,]  1.0392399727
## [654,]  0.4133470904
## [655,]  1.0967728707
## [656,]  0.4316940012
## [657,] -0.2535230675
## [658,]  0.6258894221
## [659,]  0.3121448200
## [660,]  0.5139143355
## [661,]  0.0971040671
## [662,] -0.2874752365
## [663,] -1.2626539838
## [664,]  0.5913572154
## [665,]  0.7052605103
## [666,] -0.9218029495
## [667,] -0.7579754487
## [668,] -1.2679080287
## [669,]  1.1729511738
## [670,] -0.5340671419
## [671,]  1.0125927550
## [672,]  2.1635780190
## [673,]  0.5347241371
## [674,]  1.6177085561
## [675,] -1.2731415727
## [676,] -0.8359085833
## [677,] -0.8115739256
## [678,] -0.0826953742
## [679,] -0.2189391330
## [680,]  0.1970542208
## [681,]  0.6928915865
## [682,]  1.7185336925
## [683,]  0.7496761830
## [684,]  2.1284377748
## [685,]  0.7722311719
## [686,] -0.3346589123
## [687,]  0.9859658201
## [688,]  2.8171438623
## [689,]  1.0598053866
## [690,]  0.8556613696
## [691,] -0.1432606089
## [692,]  0.2669550208
## [693,] -0.1029953744
## [694,]  1.7471455690
## [695,] -0.1785453815
## [696,]  1.0403445002
## [697,]  0.1970542208
## [698,] -0.2116193529
## [699,] -0.3601800259
## [700,]  0.2170322225
## [701,] -0.1161863994
## [702,] -0.5673537716
## [703,] -0.1218350961
## [704,] -1.3469820234
## [705,] -1.3055550728
## [706,] -0.1306673970
## [707,]  0.1875236193
## [708,] -0.6967646574
## [709,]  0.3934581140
## [710,]  0.0419546069
## [711,] -1.1546578513
## [712,]  0.5340872059
## [713,] -0.9556410108
## [714,]  1.8985941552
## [715,]  0.6138918630
## [716,]  2.8171438623
## [717,] -0.4549827942
## [718,]  0.8913021296
## [719,] -0.0697750366
## [720,]  0.0254110007
## [721,] -0.9339413132
## [722,]  1.2841946291
## [723,]  1.6414454469
## [724,] -1.2118693957
## [725,] -1.3704007121
## [726,]  1.8515901337
## [727,] -0.6303808176
## [728,] -0.3564321471
## [729,]  1.1782717402
## [730,]  0.9240051103
## [731,] -0.0391475376
## [732,] -0.0091652415
## [733,] -1.0709658551
## [734,]  0.6668047846
## [735,] -0.2240054822
## [736,]  0.4221469230
## [737,] -1.0510639478
## [738,] -0.0984791799
## [739,] -0.0165595995
## [740,] -0.7471393617
## [741,]  0.7739072797
## [742,]  0.6286695396
## [743,]  0.6378454361
## [744,] -0.4978498479
## [745,]  0.3102455835
## [746,]  0.1604551803
## [747,]  1.0067585153
## [748,] -0.2015362504
## [749,]  1.1522484496
## [750,]  1.6911710876
## [751,] -0.4330572102
## [752,] -0.5453276144
## [753,] -0.8430009370
## [754,] -1.1676594840
## [755,] -0.3203432655
## [756,]  1.6488671400
## [757,] -0.4255064655
## [758,]  0.0454701655
## [759,] -1.0437825655
## [760,]  1.3237075975
## [761,] -0.0691306637
## [762,]  0.6378454361
## [763,] -1.2845523263
## [764,] -0.9732573339
## [765,]  0.0718234072
## [766,] -0.3602580169
## [767,] -0.4069095747
## [768,]  1.0962167109
## [769,] -0.0194241140
## [770,] -0.9477408589
## [771,] -1.3979882945
## [772,]  0.4116677122
## [773,] -0.9665225058
## [774,]  1.4056107133
## [775,]  0.0906198131
## [776,]  1.2344890867
## [777,] -0.7041746866
## [778,] -0.0369872064
## [779,]  0.6693796984
## [780,]  0.1382991538
## [781,]  0.0836500563
## [782,]  1.7898435595
## [783,] -0.5684419384
## [784,]  2.4573579627
## [785,] -0.0448077034
## [786,]  0.6308067093
## [787,] -0.2018595497
## [788,]  0.7337895784
## [789,] -0.7518383608
## [790,] -0.3231791051
## [791,] -0.7773550194
## [792,]  1.3550294549
## [793,] -0.1318844708
## [794,]  0.4592549432
## [795,]  0.3884841080
## [796,] -0.6952832254
## [797,] -1.0006581864
## [798,] -0.6037910589
## [799,] -0.0445072019
## [800,] -0.5442798417
## [801,] -0.4973012650
## [802,]  0.4369746068
## [803,]  0.0694416866
## [804,]  0.8278844060
## [805,] -0.6105868757
## [806,] -0.4547696354
## [807,]  0.8485760138
## [808,] -0.5359050427
## [809,]  0.1350203797
## [810,] -0.8787234431
## [811,] -0.3477346186
## [812,]  1.6027479650
## [813,] -1.0188728221
## [814,] -1.1341136108
## [815,] -0.1198752628
## [816,]  0.9065692308
## [817,]  1.5743028980
## [818,] -0.0240427391
## [819,]  2.8171438623
## [820,] -0.4818242519
## [821,]  0.0686891819
## [822,] -0.6195926976
## [823,] -0.0530170703
## [824,]  0.0416601077
## [825,] -0.6633290525
## [826,] -0.4464672440
## [827,]  2.8171438623
## [828,] -1.6512267280
## [829,] -1.1533997492
## [830,]  1.0900118547
## [831,] -0.6618466487
## [832,] -1.0560685431
## [833,] -0.8587164137
## [834,] -0.3706352556
## [835,]  0.7259097532
## [836,]  0.5614137366
## [837,] -0.4207507423
## [838,]  0.8297223766
## [839,] -0.1514886759
## [840,] -0.5860059853
## [841,]  0.0515307762
## [842,] -1.1377115940
## [843,]  0.4051881902
## [844,] -0.8036652009
## [845,] -0.2315066064
## [846,]  0.8556613696
## [847,]  0.0560225493
## [848,] -0.5355529698
## [849,]  0.6115447785
## [850,]  0.0382771986
## [851,] -1.4033525833
## [852,] -0.2138217656
## [853,] -0.3987631759
## [854,]  1.9677325735
## [855,]  0.8225807044
## [856,]  1.6751298967
## [857,] -0.5506259863
## [858,] -0.7595092579
## [859,] -0.4820527042
## [860,] -2.1370369139
## [861,] -1.1315943061
## [862,] -1.0873485574
## [863,] -1.2754667430
## [864,]  0.3041939131
## [865,]  0.9280428969
## [866,]  1.1241022049
## [867,] -0.9304533594
## [868,]  1.6563660474
## [869,]  1.7666134087
## [870,] -0.4473719316
## [871,] -0.4162010030
## [872,] -1.0854065382
## [873,]  1.3556833901
## [874,] -0.3996586535
## [875,]  0.0658195573
## [876,] -1.1518669394
## [877,] -0.4116463292
## [878,]  0.1284442243
## [879,] -0.0676598224
## [880,]  1.5671145692
## [881,]  2.5220454579
## [882,]  0.0641372651
## [883,]  1.0162031499
## [884,]  1.0086204478
## [885,]  0.6524933259
## [886,]  0.0457197650
## [887,]  1.1308848991
## [888,] -1.6500661910
## [889,]  0.9100952586
## [890,]  0.1337744194
## [891,] -1.1381319752
## [892,]  0.7170148620
## [893,] -1.5440640364
## [894,]  0.6590173040
## [895,]  0.2904914208
## [896,] -0.7497744239
## [897,] -0.0904384081
## [898,]  0.7317466581
## [899,]  1.4812140745
## [900,]  0.6378454361
## [901,]  0.6293779139
## [902,] -1.3919275966
## [903,] -0.9344239977
## [904,]  1.8947655539
## [905,] -1.2934286121
## [906,] -0.3763468481
## [907,]  1.8840846900
## [908,]  2.8171438623
## [909,]  0.6908748620
## [910,] -1.6451807294
## [911,] -0.5775813201
## [912,] -0.6862232198
## [913,]  0.6351974094
## [914,]  0.0529891900
## [915,] -1.0925669827
## [916,] -0.9997169861
## [917,] -3.0781265890
## [918,] -0.9570178166
## [919,] -0.1892159602
## [920,] -0.5852903224
## [921,]  1.2665078963
## [922,]  0.6580410848
## [923,]  0.9757964209
## [924,] -0.5394719129
## [925,]  1.2216426210
## [926,]  1.6545544246
## [927,] -1.7362455708
## [928,] -1.4727395451
## [929,] -0.4277173466
## [930,] -0.2661883462
## [931,] -0.6538397349
## [932,]  1.0426176428
## [933,]  1.0183687533
## [934,]  0.6335685055
## [935,]  2.2175203338
## [936,]  2.4644647317
## [937,]  2.8171438623
## [938,]  1.3036886001
## [939,]  0.7457027182
## [940,] -0.7514831929
## [941,]  0.0497144880
## [942,]  1.9841372231
## [943,]  1.7312620774
## [944,] -0.0978674332
## [945,]  0.9084131482
## [946,] -0.1324128535
## [947,] -0.8646431652
## [948,] -0.9370252351
## [949,] -1.7248254403
## [950,] -0.4083853825
## [951,]  2.1824802975
## [952,]  0.1532141962
## [953,]  0.0177657057
## [954,] -0.3832968776
## [955,]  0.7215209676
## [956,]  1.1057949307
## [957,]  2.0974082840
## [958,]  0.5503003102
## [959,] -0.8021533585
## [960,]  0.1464696138
mirt::itemfit(DGS_IRT_1)
##      item    S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1  DGS_12  88.603      76      0.013  0.153
## 2  DGS_15  65.524      77      0.000  0.821
## 3  DGS_17  81.802      77      0.008  0.333
## 4  DGS_19 110.130      95      0.013  0.137
## 5  DGS_32 103.825      94      0.010  0.229
## 6  DGS_33  77.325      71      0.010  0.284
## 7  DGS_49 121.462     104      0.013  0.116
## 8  DGS_56  91.013      97      0.000  0.652
## 9  DGS_60  90.694      82      0.011  0.239
## 10 DGS_75 105.130      99      0.008  0.318
mirt::personfit(DGS_IRT_1)
##          outfit      z.outfit      infit      z.infit            Zh
## 1    0.71900350 -0.4703892032 0.63432736 -0.686656262   0.592867200
## 2    0.82320674 -0.3146689666 0.81528388 -0.304274520   0.453759928
## 3    1.06917766  0.3011710347 1.14238887  0.443994783   0.006255846
## 4    0.12907769 -3.2060801112 0.15229342 -2.891026861   2.004378298
## 5    0.42137823 -1.4836762287 0.41830139 -1.527940911   1.214765095
## 6    0.63343095 -0.6980664198 0.56811430 -0.890945075   0.542012379
## 7    0.53880022 -1.0238988110 0.48612355 -1.155724751   0.901327605
## 8    0.92508572 -0.0014946085 0.82429752 -0.217258363   0.103142452
## 9    1.05380441  0.2668938929 1.25499197  0.667686075  -0.046327897
## 10   0.44571090 -1.3291323369 0.49319311 -1.193207822   1.110942610
## 11   0.47092653 -1.3651828369 0.43001705 -1.455141975   1.232374621
## 12   0.50499118 -1.1404441359 0.59858298 -0.811941001   1.039825316
## 13   0.67625051 -0.5967534053 0.68507871 -0.550895248   0.622204121
## 14   0.90863570 -0.0313699881 1.02229047  0.210430883   0.549655783
## 15   0.20024961 -2.4783971018 0.17234121 -2.576635775   1.856619905
## 16   0.03196126 -4.3283125379 0.03353873 -4.151413290   2.231807707
## 17   1.07564872  0.3138183402 1.05460962  0.271144732  -0.219317241
## 18   0.52809600 -1.2230322706 0.37782860 -1.729762391   1.242257514
## 19   0.20985247 -2.3477225129 0.18773762 -2.414402963   1.779989189
## 20   0.40019727 -1.6263423684 0.46387658 -1.315990763   1.322196631
## 21   0.65702126 -0.7637165597 0.69486350 -0.659341682   0.704186554
## 22   0.42080704 -1.3683027928 0.47474403 -1.157589350   1.218474175
## 23   0.88850986 -0.0975718310 0.89691478 -0.066214468   0.244719448
## 24   0.39623853 -1.5202948266 0.42635528 -1.357981067   1.273858786
## 25   1.17353576  0.5101881793 1.33870269  0.802957247  -0.456547826
## 26   0.70525008 -0.5792885212 0.71442130 -0.567441381   0.742656587
## 27   0.11884884 -3.0310467092 0.11450605 -3.135018752   1.783908534
## 28   3.21769486  3.4802253582 3.15160951  3.272494929  -4.891474024
## 29   1.21366246  0.5791347501 1.37097349  0.843449018  -0.566779320
## 30   2.71300119  2.5694070183 2.37155587  2.182675900  -2.175798632
## 31   0.33592420 -1.7638778700 0.32604718 -1.749075195   1.514475762
## 32   1.95554438  1.9455026012 2.31987476  2.361113955  -2.132901851
## 33   0.66020817 -0.6428178757 0.56101259 -0.896880292   0.587647509
## 34   0.47547948 -1.2090320265 0.46096017 -1.217781993   1.125474488
## 35   2.66666668  2.5375536719 2.24160300  2.079748587  -1.841334239
## 36   1.71043790  1.4792203264 1.84885574  1.641295546  -1.717658314
## 37   0.30695842 -1.8627307719 0.25862557 -2.033912002   1.520091975
## 38   0.51606358 -1.0440749804 0.45507470 -1.252653619   0.948171862
## 39   0.48785641 -1.1358548803 0.50060937 -1.074506627   0.952074810
## 40   0.17077372 -2.5824783236 0.16787679 -2.644944779   1.667517609
## 41   0.84121533 -0.1879161361 0.93044703  0.020912043   0.425753610
## 42   0.28456742 -2.2083422647 0.28659206 -2.225881784   1.579813589
## 43   1.06216562  0.2850126472 1.02730842  0.210134281  -0.205019040
## 44   1.80329196  1.5191110266 1.92517228  1.650807691  -1.869370880
## 45   0.53672194 -1.0104467583 0.54924281 -0.937144035   0.979332862
## 46   0.79540300 -0.2921303703 0.87613165 -0.111372548   0.659755697
## 47   0.55321797 -1.1130934314 0.61523933 -0.852941893   1.028037451
## 48   2.10585599  2.1925738330 2.00860259  2.055348201  -2.456597538
## 49   2.46008302  2.4110597588 2.58369122  2.489302060  -1.772337926
## 50   0.90220396 -0.0570043582 1.04366776  0.250509888   0.132142848
## 51   0.83905901 -0.2535976392 0.88700678 -0.134348736   0.523689880
## 52   0.44154492 -1.5435156841 0.40821540 -1.592042293   1.327438938
## 53   1.21685716  0.6261611302 1.32291764  0.814831078  -0.573994610
## 54   0.88284118 -0.0968882740 0.85907534 -0.138679030   0.261496853
## 55   0.23212357 -2.2954635091 0.20880145 -2.354010479   1.727942559
## 56   0.41570222 -1.1584807683 0.51348033 -0.934248727   1.117406588
## 57   0.43221093 -1.3583076284 0.43719300 -1.370536669   1.043936162
## 58   0.93660622  0.0322885910 0.87194166 -0.109438844  -0.107846432
## 59   0.25830980 -2.0811748519 0.22118026 -2.218332356   1.617582719
## 60   1.16255420  0.4781566096 0.98515595  0.136035687  -0.339214600
## 61   1.07155966  0.3055132185 1.01195780  0.178945581  -0.122639365
## 62   0.54725004 -0.9511096423 0.56668911 -0.903765781   0.824050269
## 63   0.85625132 -0.1431072520 0.86669098 -0.119459914   0.102509626
## 64   1.95671543  1.8562437142 2.29863105  2.250301598  -2.177379176
## 65   1.13988928  0.4398541267 0.98031921  0.113087313  -0.108727662
## 66   0.82070941 -0.2253789836 0.84272854 -0.168028242   0.207462683
## 67   1.01519246  0.1946358055 1.06347956  0.290215126   0.164034232
## 68   0.37294522 -1.6553981403 0.47755895 -1.209905840   1.440089399
## 69   2.27967853  2.1446036372 1.72852378  1.386650707  -1.821578905
## 70   2.84902804  2.8297964808 3.41880605  3.310631638  -3.241529525
## 71   0.67595667 -0.7045724695 0.64330134 -0.758794122   0.736502744
## 72   0.17304765 -2.6972279350 0.14408277 -2.816267591   1.904828551
## 73   0.64100866 -0.7772128267 0.71380252 -0.540306929   0.915122829
## 74   1.05715848  0.2765783847 0.90732395 -0.032051404  -0.063295597
## 75   1.39734966  0.8862415179 1.34767157  0.795321483  -1.102094841
## 76   0.30318485 -1.8354898403 0.37116758 -1.538683347   1.478564499
## 77   1.02100650  0.2024551081 1.08301367  0.328737492  -0.156947393
## 78   0.55151133 -0.9451354991 0.56097624 -0.889321132   0.972270753
## 79   1.18601596  0.5253472808 1.70641116  1.372355232  -0.089781384
## 80   0.39927324 -1.4531247505 0.39824890 -1.476086357   1.158956203
## 81   0.57830856 -0.8524362538 0.68341693 -0.560147389   0.906311984
## 82   0.11252020 -3.2936348430 0.12944113 -3.025530253   2.038684703
## 83   0.48524662 -1.1478585897 0.56084021 -0.888644794   0.977186458
## 84   0.24468627 -2.1185370322 0.21651739 -2.249771062   1.612028355
## 85   0.53185666 -1.0710068380 0.60935382 -0.794830544   1.028392955
## 86   0.22183674 -2.5800851263 0.27055055 -2.189708527   1.673463849
## 87   1.28295621  0.7153977961 1.13487736  0.429879021  -0.740102443
## 88   1.73385173  1.4171724867 1.91507746  1.695205187  -1.996416286
## 89   1.06874512  0.3006494239 1.07415498  0.311311700  -0.187426714
## 90   1.02294110  0.2061251692 1.01774109  0.198767169   0.062766376
## 91   0.37159693 -1.5734878000 0.33167381 -1.690383684   1.303191898
## 92   0.44590803 -1.2804288323 0.44447006 -1.258994705   1.202875902
## 93   0.38293567 -1.8318842806 0.29749100 -2.124306445   1.406319504
## 94   2.14762806  1.9353946295 2.36091847  2.163679252  -0.803868875
## 95   0.63304948 -0.8820506138 0.72300923 -0.555422411   0.774895338
## 96   1.50894063  1.3217283926 1.65202451  1.634002147  -1.637567609
## 97   0.41449704 -1.4061296454 0.41698396 -1.358009336   1.303996712
## 98   0.94999186  0.0599715383 1.08177675  0.325871980   0.071725190
## 99   0.95042048  0.0464462354 0.86334935 -0.139917821   0.020208619
## 100  1.83346091  1.5520660449 1.63593720  1.285345256  -1.274157454
## 101  1.29287149  0.7520169228 1.27793186  0.708438946  -0.713751611
## 102  0.30409557 -1.8843841270 0.29324331 -1.875753955   1.604359571
## 103  1.98588563  1.7513488687 1.91980494  1.631947266  -2.039892502
## 104  0.69067746 -0.5926615803 0.70347344 -0.574443399   0.655342824
## 105  1.99491712  1.8515774868 1.97577995  1.851729231  -2.768110223
## 106  0.37372158 -1.6141400618 0.37568830 -1.552787049   1.476390102
## 107  0.74785469 -0.2906562096 1.09374352  0.348503504   0.717796529
## 108  0.60276034 -0.8064270544 0.49164244 -1.113797909   0.981952591
## 109  2.07460468  1.8429658260 1.91407579  1.624736718  -2.688499042
## 110  0.71705963 -0.3788144421 0.67703598 -0.509847510   0.789606193
## 111  0.78535508 -0.3174516540 0.77927496 -0.316244303   0.396234136
## 112  0.50735936 -1.0787893637 0.51159834 -1.080950540   0.945193279
## 113  0.45491464 -1.3077186482 0.48279840 -1.167413994   1.182408980
## 114  1.19525337  0.5446976272 1.07380351  0.310373061  -0.304436299
## 115  0.26448784 -2.0462293714 0.23045755 -2.261709336   1.564427729
## 116  0.08957757 -3.4086633380 0.08737117 -3.323408476   2.128661466
## 117  1.83633379  1.6839857901 1.63722298  1.327926655  -1.929160795
## 118  0.67977539 -0.6169136241 0.68766488 -0.569212165   0.627559720
## 119  1.62732911  1.2984059483 1.72989150  1.421540761  -1.391313901
## 120  0.56228804 -0.9533165495 0.68103124 -0.581220867   1.003721706
## 121  0.41187632 -1.7086452876 0.34697632 -1.888542607   1.374866426
## 122  0.53042582 -1.0087720398 0.43194279 -1.303028749   0.997975593
## 123  0.79628456 -0.2888240374 0.91898414 -0.001441624   0.320757721
## 124  0.85257461 -0.1866568736 0.91646287 -0.041164457   0.269225361
## 125  0.89777551 -0.0964446996 1.05463391  0.269515808   0.504178068
## 126  0.34822216 -1.7811245516 0.32182595 -1.940270772   1.129089073
## 127  0.66231395 -0.6267746046 0.60092717 -0.812816403   0.658804373
## 128  1.09386845  0.3546463453 1.13944723  0.445957787  -0.105763179
## 129  0.61703484 -0.7794594883 0.53583783 -0.989340122   0.882601539
## 130  3.34550789  3.3225250069 3.39375430  3.428961539  -6.046651220
## 131  0.63968264 -0.7932527166 0.53342913 -1.084186588   0.947293588
## 132  0.59773776 -0.9010343991 0.57316986 -0.936113217   0.934852369
## 133  4.07349628  3.8034053010 3.97747786  3.696668892  -4.920255622
## 134  1.13385417  0.4246682043 1.21870508  0.578754048  -0.851148256
## 135  0.47900850 -1.1804124457 0.43118846 -1.308215021   1.154993950
## 136  0.55325737 -1.2051342928 0.55675120 -1.197635072   0.899366244
## 137  1.22568606  0.5991083887 1.01947905  0.197902369  -0.068434049
## 138  0.23243277 -2.1833211865 0.21149642 -2.300408323   1.568216602
## 139  0.45013149 -1.4773927918 0.41961485 -1.521770018   1.362914572
## 140  2.58433545  2.4379190618 2.74576010  2.623137963  -2.667934425
## 141  0.43480515 -1.3136403108 0.38618105 -1.476351153   1.305617972
## 142  0.62819395 -0.7694769593 0.64628316 -0.687079438   0.825319866
## 143  0.52062788 -1.0301384352 0.55506546 -0.907345457   0.954755729
## 144  0.91686292 -0.0191588739 0.92396567 -0.009650912   0.391116613
## 145  1.64344419  1.2927948071 1.67486061  1.312160165  -1.076220717
## 146  0.52054025 -1.0406935580 0.59834859 -0.781158891   0.936274374
## 147  0.21315454 -2.6777891051 0.24717113 -2.345540170   1.728177020
## 148  0.43274151 -1.4640672552 0.52065355 -1.098020362   1.278679874
## 149  1.82531294  1.7689801788 1.84178179  1.802845868  -2.127283598
## 150  0.17275909 -2.5355252168 0.19993117 -2.363762674   1.788943779
## 151  0.33939001 -1.9887311844 0.35755197 -1.803688248   1.535413309
## 152  0.16779892 -2.5825958625 0.15300021 -2.632205083   1.758502131
## 153  0.34721638 -1.6574602029 0.31568582 -1.753400496   1.254146571
## 154  0.95420858  0.0207404854 0.88782044 -0.153853507   0.098717134
## 155  0.34455734 -1.6697583243 0.35983418 -1.570724245   1.304541440
## 156  2.04230235  2.0274637117 2.01922406  1.918907255  -2.440182826
## 157  0.51246350 -1.2221570538 0.50346203 -1.194592522   1.028297774
## 158  0.33546149 -1.7350010691 0.29492226 -1.859736949   1.472968380
## 159  0.21315454 -2.6777891051 0.24717113 -2.345540170   1.728177020
## 160  1.46898819  0.9424602800 2.14740335  1.848534809  -0.403734630
## 161  0.29386912 -1.8963444895 0.26725128 -1.975372749   1.410468163
## 162  1.37450393  0.8566405776 1.38136141  0.878034278  -1.079656849
## 163  1.04205686  0.2362943411 0.96203870  0.029982071  -0.092018311
## 164  0.94394455  0.0478385982 1.05089852  0.266400580  -0.076556586
## 165  1.72491559  1.3782420922 1.58668443  1.173036011  -1.760537741
## 166  0.39413239 -1.4747493240 0.38442243 -1.533650053   1.102822108
## 167  1.21552940  0.6240068410 1.24700624  0.668910208  -0.684565953
## 168  1.47976771  1.0748716484 1.50671729  1.133904525  -1.051669996
## 169  1.42416543  0.9438691534 1.71385222  1.364367386  -1.254518930
## 170  0.64353294 -0.7109308290 0.60542205 -0.844085542   0.763381649
## 171  2.15601247  2.0784210045 2.35032891  2.262884889  -2.080917316
## 172  0.29968889 -1.8539604245 0.28345579 -1.936589772   1.464830997
## 173  0.85769160 -0.1421321586 0.84488727 -0.175943218   0.027821853
## 174  0.37160755 -1.6860174384 0.43354458 -1.384337482   1.385654140
## 175  0.27972577 -1.0823338165 0.39400069 -0.987788381   1.332097182
## 176  0.44966417 -1.2928443108 0.44247203 -1.276640748   1.207005198
## 177  0.70212535 -0.5159240069 0.75396989 -0.390331598   0.498201348
## 178  0.31376241 -1.8039701917 0.30212556 -1.813142538   1.500952633
## 179  0.08383559 -3.5904149780 0.10533944 -3.238957944   2.152658349
## 180  0.92846740  0.0131766311 1.08390353  0.329980046  -0.055293265
## 181  0.59530486 -0.8061372538 0.54164625 -0.973396395   0.510515440
## 182  0.75101879 -0.3973763896 0.67466470 -0.573995221   0.560324676
## 183  0.38217221 -1.6107270649 0.46125084 -1.261415825   1.300804794
## 184  0.15596162 -2.9862185545 0.17901703 -2.700189709   1.890336914
## 185  0.35901062 -1.6254368299 0.30859120 -1.875533689   1.413451709
## 186  1.16354134  0.4872380890 1.21852392  0.583644635  -0.372385534
## 187  0.49048849 -1.2338296447 0.49462263 -1.171934066   1.224430105
## 188  0.86093748 -0.1354723165 0.85378324 -0.156897088  -0.081037014
## 189  0.11252020 -3.2936348430 0.12944113 -3.025530253   2.038684703
## 190  0.83751367 -0.1885792314 0.85089057 -0.149003443   0.301400627
## 191  0.29775112 -1.8650054185 0.29164061 -1.905438623   1.528853979
## 192  0.95672252  0.0563800638 0.99388250  0.144315548   0.203083580
## 193  0.58503287 -0.9283739673 0.60397385 -0.831941942   0.975271335
## 194  0.99949278  0.1595886278 1.10414919  0.368521909  -0.115699929
## 195  0.24038204 -2.2740824304 0.23422220 -2.359700327   1.472481413
## 196  0.33432115 -1.5909581624 0.36028426 -1.532311931   1.398985573
## 197  2.38639437  2.6289530641 2.22587801  2.410238654  -4.705317361
## 198  1.29483504  0.7238817622 1.20082247  0.547917469  -0.552488899
## 199  0.28032245 -1.9892790695 0.25713967 -2.042552354   1.647145455
## 200  1.57955244  1.2776159015 1.36416062  0.871917206  -1.280009850
## 201  1.60409396  1.3691233727 1.52668072  1.182339431  -1.393042513
## 202  2.35479594  2.2437317686 2.36587739  2.203844173  -3.087013321
## 203  0.81858537 -0.2355642829 0.85339021 -0.144147131   0.267124293
## 204  0.69868389 -0.5287878028 0.58804438 -0.846959306   0.813526209
## 205  0.14334812 -3.0276240716 0.19277439 -2.566219451   1.922079673
## 206  0.84888312 -0.1598453681 0.80994060 -0.244673395   0.142527154
## 207  0.83180039 -0.1993087127 0.77942674 -0.314913382   0.184292526
## 208  0.62903923 -0.8364239217 0.53676159 -1.083292763   0.858941368
## 209  0.27972577 -1.0823338165 0.39400069 -0.987788381   1.332097182
## 210  0.33595032 -1.3840501059 0.38788759 -1.305085623   1.283072352
## 211  1.09140496  0.3453563745 1.00278732  0.167655550  -0.344391544
## 212  0.86167915 -0.1328935611 0.81675723 -0.226362143   0.034753815
## 213  1.30450135  0.7537830641 1.29136738  0.738067200  -1.114854866
## 214  0.47557027 -1.2007068117 0.48624383 -1.127463060   1.069663164
## 215  1.23696834  0.6125770038 1.25416697  0.645053238  -0.175676328
## 216  2.94693801  3.1006081373 2.79007298  2.826061109  -3.699401209
## 217  0.16931885 -2.7334642432 0.14826710 -2.794303972   1.880559621
## 218  1.04162795  0.2440044712 1.06400873  0.289638975  -0.785019899
## 219  0.29332439 -1.8891957407 0.33967216 -1.702149469   1.422891862
## 220  1.13817225  0.4452294868 1.46107017  1.028673910  -0.437192215
## 221  1.10065961  0.3653775380 1.07940742  0.321958960  -0.255584756
## 222  0.70424256 -0.6006608239 0.73794054 -0.479978690   0.837565872
## 223  0.95338744  0.0642170813 0.82798345 -0.223682602  -0.015225446
## 224  0.96563151  0.0910704938 1.03622190  0.237905380  -0.056658724
## 225  0.29070147 -1.9027593834 0.27948937 -1.976236406   1.284073781
## 226  1.24321637  0.7306876633 1.27810601  0.814687600   0.353968398
## 227  0.47821315 -1.2471647167 0.52637126 -1.043198240   1.028974484
## 228  0.34208313 -1.7526328832 0.36059002 -1.618265019   1.505732792
## 229  1.10737368  0.3786096792 0.95320663  0.058716693  -0.268341660
## 230  0.61138306 -0.8222460923 0.68482723 -0.583891359   0.808653786
## 231  0.45634645 -1.2547744040 0.42204248 -1.400704002   0.999919032
## 232  1.05910226  0.2818056796 1.08276303  0.327802168   0.277064655
## 233  1.36496794  0.8526137117 1.20125859  0.551553965  -0.803318016
## 234  0.43797273 -1.3045442871 0.50086750 -1.074636420   1.098552232
## 235  1.51550218  1.1472006672 1.75401260  1.489700562  -1.134000003
## 236  0.86896187 -0.1228773561 0.84678560 -0.182320272   0.226440939
## 237  0.88465514 -0.0883069265 0.83586857 -0.186726065   0.381935797
## 238  1.50053104  1.0992308601 1.38932971  0.897906912  -0.530565595
## 239  0.29894969 -1.8856701460 0.29667338 -1.843681521   1.499399898
## 240  0.93175049  0.0008547145 1.19517280  0.545758711   0.129349072
## 241  0.40400505 -1.4602134760 0.40239824 -1.420741828   1.328258534
## 242  1.07101316  0.3050296617 1.16357349  0.480600453  -0.307740371
## 243  1.67152445  1.4763581098 1.63152338  1.352848966  -1.555216920
## 244  0.69902482 -0.4916242151 0.94440343  0.054438409   0.787753663
## 245  0.71464716 -0.6035229659 0.58217343 -0.960395706   0.695525216
## 246  0.35345784 -1.6848701811 0.32859882 -1.833265905   1.094215733
## 247  1.31635074  0.8688828012 1.21413965  0.645775232  -1.206963607
## 248  0.22131106 -2.2541030279 0.21059201 -2.271060872   1.719336449
## 249  3.59224991  3.4175233019 3.45420440  3.323638370  -4.477097484
## 250  0.69309513 -0.5604380442 0.73429511 -0.432098568   0.637476883
## 251  1.09349015  0.3563982445 1.04302709  0.243073566  -0.084996939
## 252  1.66841426  1.4500081775 1.82469928  1.639705743  -1.559279765
## 253  0.78736955 -0.3486021348 0.73774547 -0.492285803   0.697407963
## 254  0.42328131 -1.4078098228 0.37454773 -1.634006033   0.982244684
## 255  0.23023599 -2.1942214858 0.24213203 -2.116947996   1.689396244
## 256  0.62295643 -0.7624061320 0.72036563 -0.472653537   0.728404499
## 257  0.33462926 -1.7335891926 0.33253783 -1.777532232   1.395997307
## 258  1.24037185  0.6197099288 1.26542702  0.657320888   0.013400778
## 259  0.54088278 -0.9704306478 0.60871718 -0.751328902   0.910952230
## 260  0.21315454 -2.6777891051 0.24717113 -2.345540170   1.728177020
## 261  0.73971130 -0.4213646275 0.74621292 -0.411223103   0.409989528
## 262  0.54836768 -1.0345619193 0.52696535 -1.130353743   0.815173812
## 263  0.26064835 -2.0369176062 0.23222163 -2.181825534   1.608452949
## 264  0.44457357 -1.5915664338 0.42983641 -1.663497320   1.073926421
## 265  1.60094125  1.1990081710 1.48760394  1.026206807  -0.974087782
## 266  0.39201310 -0.9659660914 0.38192576 -1.091883267   1.080198550
## 267  0.53634707 -0.9841830156 0.56392480 -0.879645651   0.891039622
## 268  0.43786523 -1.4714439701 0.46058924 -1.325242010   1.414337012
## 269  1.46505675  1.0131723849 1.33511758  0.782467416  -0.948119112
## 270  1.51888833  1.0805205785 1.50369870  1.042543274  -1.117079341
## 271  1.69318451  1.3385570365 1.39878654  0.878307867  -1.483075375
## 272  0.57548107 -0.8619286309 0.49775698 -1.086283535   0.983071452
## 273  0.10569707 -3.0612963379 0.12175886 -2.948479960   1.859262820
## 274  1.83076864  1.6698028842 1.83494822  1.693410098  -1.368527155
## 275  0.79488457 -0.3550510151 0.80417668 -0.338409944   0.472392025
## 276  1.46206516  1.1022156829 1.50613456  1.139631319  -1.128037764
## 277  2.17380329  2.0455488212 2.29669779  2.145364567  -2.264976921
## 278  1.52650041  1.1601022874 1.45625208  1.051882390  -0.836030151
## 279  0.69830795 -0.6703181562 0.67558953 -0.746689550   0.133495508
## 280  0.69394816 -0.6914233256 0.68484058 -0.725261705   1.050871918
## 281  1.11306071  0.3873804542 1.13714293  0.430941978  -0.308095044
## 282  0.69422477 -0.5504301342 0.61100403 -0.751735306   0.557133394
## 283  1.42543184  0.9354529312 1.50144248  1.067464780  -0.513434802
## 284  0.40658206 -1.4148634733 0.43720824 -1.300918588   1.123103705
## 285  2.07609184  1.8598418809 2.17602798  1.947697976  -2.505633406
## 286  0.18260202 -2.4721099030 0.19624367 -2.384570384   1.827018537
## 287  2.53617503  2.7211122668 3.15652741  3.304708206  -2.997506244
## 288  1.27336163  0.7379139395 1.33864828  0.839847013  -0.592094032
## 289  1.79840662  1.5212614613 1.52141951  1.083965062  -0.911391103
## 290  1.67018627  1.3436907223 1.53015357  1.103864591  -1.437921998
## 291  1.08622682  0.3392716103 1.26222491  0.693805343  -0.131407827
## 292  1.64221126  1.2703298277 1.40699659  0.892253458  -1.054959661
## 293  0.72155371 -0.5495891714 0.81419435 -0.278568202   0.665030912
## 294  0.48616166 -1.1485774704 0.51001768 -1.043305033   1.059445304
## 295  0.49485627 -1.1486383454 0.45214386 -1.252361598   1.082325289
## 296  0.47028642 -1.2690564809 0.40850155 -1.445793509   1.174235748
## 297  0.87219219 -0.1427223280 0.74545789 -0.439731766   0.297359603
## 298  0.95303295  0.0656631092 1.01519845  0.196553325   0.243045739
## 299  0.60873162 -0.8716887989 0.57311779 -0.940571396   0.996577320
## 300  0.37982414 -1.6868119551 0.47835822 -1.247870610   1.420507970
## 301  2.73659442  2.7074480607 2.74752997  2.651028785  -3.380589119
## 302  0.63916384 -0.7326936266 0.57022994 -0.902923233   0.774758270
## 303  0.19753237 -2.5736774499 0.21245061 -2.395290262   1.872045708
## 304  0.95526438  0.0695515428 0.96371898  0.084277050   0.015714184
## 305  1.74769870  1.5506033910 1.82154278  1.611917952  -1.847985730
## 306  0.50425792 -1.3256683995 0.45299125 -1.435403225   1.308975885
## 307  0.41412748 -1.4955840141 0.38026564 -1.573460714   1.363381957
## 308  0.80321669 -0.3209501913 0.84522520 -0.196974128   0.422249146
## 309  0.52720982 -1.2030784022 0.46513795 -1.360949450   1.244411203
## 310  1.40555285  0.9051411704 1.39412006  0.895545847  -1.099524608
## 311  1.75783837  1.4575637940 1.58961287  1.184036992  -1.365764884
## 312  0.33595032 -1.3840501059 0.38788759 -1.305085623   1.283072352
## 313  0.30197630 -1.8651672310 0.28701881 -1.884280162   1.511553588
## 314  0.97252032  0.0990015770 1.12713151  0.413140175   0.083602805
## 315  2.18830608  2.1039705828 2.08093308  1.992479570  -4.103187762
## 316  0.41865676 -1.3937491557 0.36768991 -1.619073949   1.087414840
## 317  0.19630883 -2.7440470532 0.24203636 -2.343922970   1.788034110
## 318  2.00419792  1.7801550263 1.99569921  1.794391491  -3.134747853
## 319  0.70275324 -0.5119691578 0.78816037 -0.295851004   0.722883481
## 320  0.24908539 -2.1302972202 0.23940280 -2.121810546   1.683871007
## 321  1.53425133  1.0996928231 1.63468190  1.238974022  -0.564342899
## 322  2.12791899  2.1965446000 1.96397094  1.868549889  -2.363854757
## 323  0.23417511 -2.1944035372 0.20758502 -2.288531285   1.646335430
## 324  0.40037032 -1.4378208470 0.46686005 -1.195925566   1.223056934
## 325  0.41095110 -1.3991654185 0.41625722 -1.366880028   1.197000699
## 326  1.02256495  0.2050246051 0.93899182  0.034150216  -0.306487266
## 327  2.56220089  2.4353097990 2.65035510  2.564652253  -3.732778282
## 328  1.32702587  0.7684365992 1.13206332  0.420209311  -0.259539098
## 329  0.45191901 -1.2629839069 0.47213360 -1.165236144   1.015806543
## 330  0.30279791 -2.1266555437 0.31226679 -1.982284882   1.620605575
## 331  3.05243832  3.1387076159 3.22118679  3.214913415  -3.954988898
## 332  2.31401437  2.1973617435 2.60274833  2.470671889  -2.516730137
## 333  0.89483326 -0.1183990808 0.97941613  0.100660073   0.398195349
## 334  0.34074068 -1.6942495858 0.31158535 -1.850574551   1.274373002
## 335  0.44977079 -1.4962771929 0.42534877 -1.512525725   1.416845290
## 336  1.75070477  1.4610555001 1.71086685  1.372325949  -1.726221807
## 337  1.55757119  1.1844711377 1.32562119  0.777907138  -1.245436269
## 338  0.21553910 -2.3916247193 0.22840419 -2.243225382   1.738525710
## 339  1.27232524  0.7075889512 1.22431531  0.605073614  -0.514472176
## 340  0.39497320 -1.4705893848 0.38161677 -1.542823934   1.333638225
## 341  3.96528575  4.2687615261 5.07111364  4.997190407  -6.061621716
## 342  0.23933827 -2.1529935908 0.23323263 -2.148571901   1.661899767
## 343  1.26706967  0.7404654995 1.29855219  0.808306530  -0.691288949
## 344  0.87674908 -0.1700815654 0.89341545 -0.105655754   0.420806991
## 345  0.27972577 -1.0823338165 0.39400069 -0.987788381   1.332097182
## 346  0.83130831 -0.3077008158 0.79366259 -0.417311879   0.535345200
## 347  0.47261102 -1.2003898479 0.46380264 -1.195344796   1.201892401
## 348  0.20608151 -2.3433255828 0.17855415 -2.539361244   1.759105365
## 349  1.26443576  0.6623051046 1.34258255  0.787023906  -0.506689074
## 350  0.88330712 -0.0906898119 0.85012462 -0.153853602   0.209266704
## 351  0.64439028 -0.6777928267 0.55205833 -0.916596790   0.802673039
## 352  0.29876668 -1.8660186262 0.30019801 -1.821709076   1.406828666
## 353  0.89620196 -0.0621209207 0.90418604 -0.034968705   0.169999917
## 354  0.85711137 -0.1420302366 0.80136258 -0.273635185   0.333420748
## 355  0.80867410 -0.2590571812 0.79293367 -0.282481163   0.397318150
## 356  0.69025492 -0.6718604245 0.67360659 -0.677641791   0.825379183
## 357  0.49853981 -1.1064198720 0.49836634 -1.122405577   1.086165827
## 358  1.02063943  0.2055234211 1.09562343  0.352629055   0.170774185
## 359  1.07217750  0.3073269047 1.07693014  0.316580527  -0.190233234
## 360  1.28281018  0.7635178201 1.25339191  0.705595485  -0.929287029
## 361  0.72782087 -0.4555839775 0.64386975 -0.655599373   0.726282232
## 362  0.26397550 -2.1045603500 0.24709477 -2.242609646   1.507387375
## 363  0.26992500 -0.7950018637 0.36271258 -0.736817584   1.355235135
## 364  0.51604855 -1.4754494848 0.47634920 -1.683618507   0.165409178
## 365  0.24546329 -2.1658993012 0.22630581 -2.203498949   1.719433821
## 366  2.93407544  2.8068284364 3.16874528  3.061197646  -3.702937390
## 367  0.53126568 -1.0984665640 0.53692479 -1.036014981   1.062200800
## 368  0.38462004 -1.5351671340 0.38781323 -1.475630387   1.230858917
## 369  0.76225882 -0.5851211779 0.74025176 -0.665899053   0.325845685
## 370  0.63677758 -0.7727866465 0.62799811 -0.817263321   0.153773255
## 371  0.84421086 -0.1874724220 0.93747941  0.018616662   0.477135903
## 372  0.21327328 -2.4131130939 0.24867681 -2.141225799   1.862656236
## 373  1.18193599  0.5188648909 1.25357972  0.656762305  -1.030068357
## 374  0.42700307 -1.4606930474 0.47652300 -1.228921299   1.279877438
## 375  0.73862210 -0.4764568687 0.69218446 -0.619324983   0.204020509
## 376  0.64089928 -0.6840487536 0.66500521 -0.630300868   0.708457839
## 377  0.24038204 -2.2740824304 0.23422220 -2.359700327   1.472481413
## 378  0.75504575 -0.4917825747 0.82163270 -0.279876874   0.501334975
## 379  0.88254746 -0.0893669844 0.90285637 -0.035890275   0.551904664
## 380  0.49213837 -1.1317226346 0.53179727 -1.022170872   0.790009295
## 381  0.66985213 -0.5987177437 0.71531839 -0.471609348   0.472192484
## 382  1.81665002  1.5093617860 1.43742919  0.951248874  -0.701133752
## 383  0.44674226 -1.3116343800 0.43768502 -1.300209780   1.142813031
## 384  0.33395996 -2.0391685783 0.31726279 -2.007631925   1.478665792
## 385  0.55622732 -0.9733397475 0.59857313 -0.811126711   0.913479951
## 386  1.17702932  0.5762526463 1.30345070  0.884736448  -0.249498694
## 387  0.43802144 -1.3192343325 0.47576913 -1.155046409   1.193200678
## 388  0.16830188 -2.5690592486 0.15340592 -2.635632464   1.745065959
## 389  0.88892298 -0.1343861684 0.92975707 -0.015517349   0.350348769
## 390  1.42876116  0.9940103402 1.41221899  0.942436326  -1.032419691
## 391  0.13090773 -3.0281610255 0.13025113 -2.935337717   1.960832454
## 392  0.41184789 -1.4100369507 0.40142415 -1.412431179   1.144347839
## 393  0.81428952 -0.2706098575 0.88525919 -0.088803426   0.465641103
## 394  0.55452070 -0.9525298507 0.50210260 -1.146028778   0.931258137
## 395  1.41776124  0.9202051134 1.34555290  0.806658716  -1.046891771
## 396  1.09768434  0.3596997016 1.24999265  0.649478342  -0.315523049
## 397  0.58338822 -1.0460931025 0.49057363 -1.298343348   1.206031650
## 398  0.56149677 -0.9020816313 0.50430268 -1.075834264   0.976270040
## 399  0.21315454 -2.6777891051 0.24717113 -2.345540170   1.728177020
## 400  0.27629097 -2.0008534029 0.25731278 -2.035531284   1.644390247
## 401  2.21005003  2.0612874431 2.29503836  2.201262797  -2.128294154
## 402  0.96450194  0.0794811336 0.89097166 -0.074089272  -0.066111965
## 403  1.16069090  0.4767231737 1.29767831  0.713549212  -0.597379911
## 404  0.57075706 -0.9574128423 0.57932403 -0.893007230   0.877612034
## 405  0.73182833 -0.4863992391 0.71634507 -0.543605982   0.403792375
## 406  1.75239669  1.4994097789 1.74787780  1.513762816  -1.867194351
## 407  0.50049450 -1.3803420624 0.50621553 -1.365466806   1.066680106
## 408  3.16642794  3.1479685908 3.18298428  3.083745327  -4.376522154
## 409  0.87526780 -0.1131197554 0.89929675 -0.065975070   0.417379985
## 410  0.64233206 -0.6723577018 0.64313723 -0.660509330   0.718918658
## 411  1.29416815  0.7127944462 1.15905748  0.469639563  -0.632529453
## 412  0.72359786 -0.4790638593 0.81773325 -0.230512170   0.638292932
## 413  0.50046763 -1.1423208792 0.43955879 -1.308548857   1.104725317
## 414  0.50423312 -1.0812082033 0.54104412 -0.950504917   0.917934967
## 415  0.72022577 -0.4740487305 0.81147706 -0.238638195   0.457660686
## 416  0.48726778 -1.3320789490 0.54068899 -1.080743674   1.130200958
## 417  4.81070737  5.7096673135 5.18009910  6.096281511 -14.224719296
## 418  1.03392773  0.2192471509 1.17471330  0.523560697  -0.102483260
## 419  0.35636817 -1.7128070623 0.39039420 -1.518054584   1.462066791
## 420  1.08206150  0.3264254588 0.98259081  0.127432070   0.125006695
## 421  1.09171067  0.3453356665 1.21094529  0.563921331  -0.265730859
## 422  1.21006593  0.5668720336 1.18659658  0.519632428  -0.555919346
## 423  0.29685624 -1.8806784248 0.27291662 -1.947749204   1.513843449
## 424  0.43988810 -1.4421971507 0.42679052 -1.433506274   1.349757475
## 425  0.57025522 -0.8762486760 0.55430702 -0.915225571   0.762004577
## 426  0.61916264 -0.7980000630 0.63673000 -0.715511617   0.921604161
## 427  0.94585475  0.0505715201 1.10397743  0.367895558   0.186535877
## 428  0.27972577 -1.0823338165 0.39400069 -0.987788381   1.332097182
## 429  0.79053400 -0.3195554417 0.91402314 -0.019498968   0.439698305
## 430  1.31454505  0.7459419797 1.35045861  0.807031513  -0.793537686
## 431  0.53423914 -1.2221699902 0.46128097 -1.409609320   1.155377912
## 432  0.32478773 -1.7886268874 0.30615465 -1.912710712   1.385450587
## 433  1.04178942  0.2425712358 1.27691917  0.696971559  -0.193329476
## 434  1.17809565  0.5278366543 1.21090881  0.583022841  -0.392605363
## 435  0.52809600 -1.2230322706 0.37782860 -1.729762391   1.242257514
## 436  0.20399221 -2.6371772321 0.25990948 -2.207760305   1.769873480
## 437  0.45997621 -1.2322212740 0.43131693 -1.346968558   1.016490466
## 438  1.01560314  0.1786383149 0.98650371  0.118552292  -0.066426116
## 439  0.63262120 -0.7646189487 0.60458313 -0.813630365   0.755322402
## 440  0.28290092 -1.9851251176 0.27238493 -1.974595922   1.688800095
## 441  0.50198430 -1.1668201823 0.45658699 -1.278429588   1.142575465
## 442  0.46779827 -1.4529214839 0.51993955 -1.180738713   1.082467669
## 443  0.72265233 -0.5401032992 0.62065122 -0.798540462   0.708306649
## 444  1.17888728  0.5186440485 1.24704952  0.637772980  -0.571275062
## 445  1.35018611  0.8118354067 1.57168093  1.146755229  -0.467586735
## 446  2.51942971  2.5234952287 2.18645103  2.054236687  -2.958091519
## 447  0.70300630 -0.5858586128 0.65640653 -0.735673227   0.965393912
## 448  2.99919054  2.8781066936 2.92852590  2.757841598  -4.053158114
## 449  0.29752123 -1.9157844035 0.30264838 -1.833786976   1.612264233
## 450  0.40220711 -1.6932329916 0.37056100 -1.739371956   1.430566404
## 451  1.06865800  0.2992630189 1.34406922  0.820758191   0.081737574
## 452  0.11972124 -3.9553136043 0.12897665 -3.939052821   1.483240773
## 453  0.19856355 -2.4042012399 0.21778893 -2.329175133   1.623335014
## 454  0.18183000 -2.5112652432 0.18346764 -2.542883822   1.737346588
## 455  1.73698256  1.5971150053 1.58672900  1.284801652  -1.378100842
## 456  1.48670236  1.1244154868 1.60967218  1.293813738  -1.060893552
## 457  1.03257373  0.2263983963 1.14823996  0.452165353  -0.035104214
## 458  1.80824261  1.5041751138 1.58838545  1.169811000  -1.829470016
## 459  0.34097314 -1.1267084323 0.45708917 -0.946149071   1.226465584
## 460  0.39113766 -1.4905157234 0.36021644 -1.638526922   1.069685861
## 461  0.28210889 -1.9500227221 0.26374803 -1.992024223   1.624109469
## 462  0.36924023 -1.8601161740 0.33110328 -1.933137593   1.545660977
## 463  0.41380494 -1.7000393378 0.34805069 -1.883407034   1.359078034
## 464  0.90373485 -0.0430087861 0.94316191  0.038247879  -0.050071369
## 465  1.91436838  1.6516119962 2.07064946  1.820256184  -1.866522600
## 466  0.56728871 -0.9666499043 0.63422266 -0.730354146   0.859403930
## 467  0.93393501  0.0019080871 0.94639860  0.026142310   0.408431288
## 468  1.19653080  0.5766747265 1.30831608  0.780011767  -0.233194665
## 469  0.48288504 -1.1625130452 0.49133843 -1.153852381   1.051928432
## 470  0.94389914  0.0432886206 0.94188049  0.034214705  -0.104298720
## 471  1.57545538  1.2781807602 1.49367660  1.101490044  -1.215226824
## 472  2.39650835  2.5155490588 2.92269779  3.031403759  -2.996419053
## 473  1.23118147  0.6046283650 1.18617784  0.526059055  -0.777073254
## 474  1.12617633  0.4104061401 1.16309645  0.477322862   0.101672231
## 475  1.18152575  0.5132688597 1.33109767  0.768074421  -0.259216880
## 476  0.19630883 -2.7440470532 0.24203636 -2.343922970   1.788034110
## 477  0.52883789 -1.2333542140 0.48291359 -1.321836252   1.264838714
## 478  0.38358553 -1.5372851562 0.33821774 -1.671061007   1.296698183
## 479  1.22048381  0.5911574212 1.23011474  0.614613077  -0.396748211
## 480  0.30299215 -1.8385528976 0.35070177 -1.613081935   1.414686338
## 481  1.75452934  1.4795572630 1.93461313  1.695177981  -1.098383512
## 482  0.78999907 -0.3053731158 0.80014046 -0.266561908   0.453981567
## 483  0.64100866 -0.7772128267 0.71380252 -0.540306929   0.915122829
## 484  0.14944896 -2.7592647864 0.13962732 -2.890111479   1.823446396
## 485  0.15596162 -2.9862185545 0.17901703 -2.700189709   1.890336914
## 486  2.37141983  2.1971985536 2.28334282  2.079340257  -2.299348005
## 487  0.41814088 -1.3893973467 0.44898664 -1.300672106   1.206637709
## 488  1.87644859  1.7872133055 2.36865735  2.391126602  -1.798670469
## 489  0.65987601 -0.6385101778 0.65489720 -0.667790113   0.731921674
## 490  0.68493146 -0.6121113268 0.56063648 -0.942247308   0.666116540
## 491  1.07795164  0.3203466529 1.02742808  0.209770225  -0.227037111
## 492  1.01460471  0.1924385075 0.95144424  0.067100704  -0.237532737
## 493  1.39748177  0.9477434531 1.15128875  0.467190445  -0.632192080
## 494  0.31765262 -1.9268481983 0.28105172 -2.031151623   1.625452058
## 495  0.72528647 -0.4570141643 0.64922916 -0.641113921   0.712488093
## 496  0.48015209 -1.1907520607 0.49019786 -1.118708357   1.198576087
## 497  1.17746260  0.5394717083 1.33427116  0.832401467  -0.181872486
## 498  1.36448507  0.8291415719 1.61060415  1.211830115  -0.512549528
## 499  0.55400771 -0.9535182081 0.57878885 -0.900386934   0.786319645
## 500  0.55431331 -1.3518850799 0.58607070 -1.242420075   0.774361006
## 501  2.07976759  1.8572144925 2.25899941  2.043851303  -2.174923176
## 502  0.36192377 -1.6035224828 0.36625056 -1.546281054   1.315253759
## 503  0.57652773 -1.0699102495 0.51028226 -1.227354169   1.086299935
## 504  0.24006834 -2.4298072282 0.22663712 -2.545858658   1.821585268
## 505  0.66927208 -0.6632980892 0.70292614 -0.542638404   0.766006698
## 506  1.46576237  0.9989375403 1.29285340  0.704275792  -0.492543352
## 507  1.38241286  0.8966059622 1.84375020  1.588553065  -0.492578784
## 508  0.78942244 -0.3126569644 0.82203319 -0.244614422   0.627600120
## 509  1.58808069  1.1886426128 1.50417991  1.043909670  -1.293708897
## 510  1.10311236  0.3716724152 1.05539679  0.272049884  -0.321955011
## 511  0.39836550 -1.4509523159 0.34479116 -1.676119851   1.379964936
## 512  0.98149600  0.1262549548 1.12361495  0.404899592   0.120322431
## 513  0.81571278 -0.3158596579 0.74677316 -0.470838063   0.512354445
## 514  0.95896768  0.0789888168 0.78767865 -0.294473219  -0.252771464
## 515  1.31146705  0.7439028145 1.25728252  0.643412970  -0.746815886
## 516  2.22678175  2.0481893698 2.39249155  2.199693269  -1.841761465
## 517  0.56835287 -0.9110367255 0.61706834 -0.738825711   1.036315092
## 518  1.10203245  0.3659688675 1.19574222  0.549440913  -0.744781570
## 519  0.23166242 -2.3011204335 0.21726237 -2.307951403   1.719033964
## 520  0.24949524 -2.1487137012 0.23018509 -2.185810291   1.697552383
## 521  0.76081365 -0.4135099737 0.77038351 -0.367594766   0.613784181
## 522  0.69821901 -0.5482003945 0.73606205 -0.428750990   0.653305220
## 523  1.04075126  0.2443760830 0.96813576  0.095156659   0.129100004
## 524  0.45122398 -1.2767048526 0.44023409 -1.277184177   1.119496660
## 525  2.28962225  2.3598315924 2.44345018  2.464784977  -2.762455111
## 526  0.20399221 -2.6371772321 0.25990948 -2.207760305   1.769873480
## 527  0.08444617 -3.5824132216 0.07438292 -3.766751270   1.847825948
## 528  2.24529765  2.0517050700 1.76352697  1.421320847  -1.218242726
## 529  0.46112064 -1.2642481613 0.46488945 -1.209201178   1.232262616
## 530  0.52894048 -1.0133838397 0.57457136 -0.849016766   0.969451631
## 531  0.54534703 -1.1757073277 0.58566589 -0.967941951   0.922247073
## 532  1.77570657  1.4586079079 1.62854937  1.248233888  -0.796231151
## 533  0.45387756 -1.3149580150 0.40832920 -1.520109311   0.657187927
## 534  2.01971894  1.7792261000 1.94931069  1.665528938  -1.962765279
## 535  0.24908539 -2.1302972202 0.23940280 -2.121810546   1.683871007
## 536  0.25009972 -2.0999913841 0.25321608 -2.044251095   1.651185577
## 537  2.69086289  2.5477359679 3.09886286  2.962760450  -3.508107298
## 538  0.89972202 -0.0681886757 0.96930667  0.084146771  -0.047149200
## 539  0.99794291  0.1599640146 0.92529701  0.010185154  -0.029379842
## 540  1.35326049  0.8140434942 1.61577711  1.209683622  -0.325902703
## 541  0.45939679 -1.2871938204 0.41461837 -1.402364752   1.178408222
## 542  1.38004091  0.9650886756 1.34033443  0.889342210  -2.057721543
## 543  0.48877829 -1.1302402499 0.51462602 -1.033754909   0.955992694
## 544  1.11046343  0.4047746763 1.06320089  0.289151634   0.661241620
## 545  1.22974195  0.6536285482 1.33626217  0.840438933  -0.383684521
## 546  0.43731868 -1.5425966648 0.37494305 -1.717006978   1.305355935
## 547  0.66586616 -0.7351955784 0.58157041 -0.948760871   0.858673969
## 548  1.27668938  0.6811887849 1.22578981  0.589647980  -0.752458261
## 549  0.74103027 -0.6639859687 0.77197220 -0.573914630   0.323861800
## 550  0.28236814 -2.2917150876 0.26991381 -2.238608851   1.594597578
## 551  1.72498942  1.4502131408 1.72213394  1.411889846  -1.751976486
## 552  0.67156785 -0.4793325891 0.76145921 -0.310274815   0.687794470
## 553  0.27483168 -2.0928308505 0.19438155 -2.465896923   1.625559981
## 554  0.61754553 -0.7424125806 0.69507450 -0.521942989   0.656310410
## 555  0.36691895 -1.6223054157 0.30685641 -1.822915272   1.359985890
## 556  0.33595032 -1.3840501059 0.38788759 -1.305085623   1.283072352
## 557  0.54845087 -0.9881969730 0.57643594 -0.868068570   0.914334971
## 558  0.83863929 -0.2686015475 0.95924231  0.053069620   0.582019660
## 559  0.62754350 -0.7633894804 0.62779356 -0.731998509   0.910698018
## 560  0.42793100 -1.4248122359 0.45619444 -1.352685715   1.084166344
## 561  0.31677351 -1.9966432335 0.35271260 -1.753846276   1.586827953
## 562  1.32397884  0.7690230240 1.51408251  1.061719066  -0.576048766
## 563  2.26338154  2.4249304757 2.25533332  2.424051618  -3.702660907
## 564  1.74860726  1.4536065942 1.63127116  1.252671743  -1.816854475
## 565  0.61335610 -0.8058336584 0.57350754 -0.890841976   0.822440039
## 566  0.21315454 -2.6777891051 0.24717113 -2.345540170   1.728177020
## 567  1.46706420  1.0380279665 1.48818377  1.050661064  -1.021253310
## 568  0.19375130 -2.5757433609 0.21354721 -2.370370490   1.874656244
## 569  0.65054264 -0.6724575433 0.75090303 -0.388635219   0.774377227
## 570  0.16520479 -2.6228532988 0.14950813 -2.780093160   1.849078381
## 571  0.48466438 -1.3960182119 0.41953231 -1.563958003   1.179880507
## 572  0.57950836 -0.8564935227 0.59202431 -0.798241112   0.916809519
## 573  0.72326719 -0.4754253495 0.73410121 -0.428061779   0.516176673
## 574  1.09985709  0.3605287085 1.04724377  0.258795517  -0.578021730
## 575  0.76290018 -0.3808221855 0.72795601 -0.484748192   0.547289739
## 576  0.30299215 -1.8385528976 0.35070177 -1.613081935   1.414686338
## 577  1.91587304  1.6401561075 1.94343487  1.661218648  -2.128901529
## 578  1.01474370  0.1939357998 1.06288770  0.289352048  -0.342903856
## 579  0.12907769 -3.2060801112 0.15229342 -2.891026861   2.004378298
## 580  0.29338757 -1.9464143912 0.24374872 -2.128552416   1.562789927
## 581  0.98993002  0.1370834828 1.06926588  0.300662441   0.029515474
## 582  0.63005338 -0.7218080010 0.63493233 -0.725107573   0.523190047
## 583  1.46748093  1.0076515475 1.54081163  1.103278690  -0.772785780
## 584  1.17244598  0.5318301849 1.19209265  0.559082743  -0.468121790
## 585  0.20242390 -2.3955843408 0.22826960 -2.289889872   1.656376411
## 586  0.59443208 -0.8444279269 0.73114004 -0.459986327   1.016560470
## 587  0.52962505 -1.0166612270 0.57029038 -0.910628544   0.896611985
## 588  0.62729432 -0.7193394980 0.50637636 -1.054611823   0.567397240
## 589  0.78192954 -0.3525810054 0.64876800 -0.681144866   0.510315086
## 590  0.89417836 -0.1038313107 0.88053570 -0.120876378   0.251629566
## 591  0.86044535 -0.2140493188 0.66205698 -0.732826315   0.353645654
## 592  0.27483168 -2.0928308505 0.19438155 -2.465896923   1.625559981
## 593  0.54901266 -0.9550091674 0.63011029 -0.717557592   1.071962421
## 594  0.49957679 -1.3490119588 0.46190933 -1.405334507   1.215573776
## 595  1.25702148  0.6871579771 1.55779714  1.201085548  -0.238166705
## 596  0.88660961 -0.0790462591 0.93427246  0.031283426   0.123282749
## 597  0.63620974 -0.7093792049 0.70905211 -0.491218374   0.769433291
## 598  0.37597165 -1.5918567229 0.34952542 -1.646031215   1.444818307
## 599  0.31870908 -1.7716783399 0.34159512 -1.646794441   1.436503059
## 600  0.19069379 -2.6996506358 0.18641283 -2.773057123   1.697612077
## 601  0.37346039 -1.5714801528 0.35422118 -1.601274297   1.295375405
## 602  0.70438319 -0.5102148434 0.63772422 -0.672135781   0.478090888
## 603  0.80519695 -0.2613663846 0.90789371 -0.025150039   0.638489730
## 604  0.29739756 -2.1896508401 0.29833830 -2.075704725   1.677813849
## 605  1.31489326  0.7521213991 1.26244640  0.653078810  -0.676614950
## 606  0.62055377 -0.7379638236 0.67553089 -0.571093198   0.740020404
## 607  0.29795316 -1.9611252211 0.29703836 -1.901102443   1.482724159
## 608  1.62880325  1.2424045435 1.43532789  0.936990192  -0.931912906
## 609  0.93304163  0.0236572124 1.02495043  0.215830010   0.238512554
## 610  0.19517192 -2.4008562712 0.22221338 -2.259182319   1.743295717
## 611  0.40634860 -1.1639424138 0.51113443 -0.927627572   1.160835251
## 612  0.24757532 -2.7320673737 0.24567220 -2.754505472   1.390323020
## 613  0.49875259 -1.1012352120 0.56326179 -0.882254170   1.009850173
## 614  0.96532268  0.0539738261 1.03245702  0.219334117   0.321535823
## 615  0.32023775 -1.2056072787 0.41534306 -1.075403401   1.303398070
## 616  1.21556037  0.6083385322 1.26408829  0.688636034  -0.497341505
## 617  0.21017368 -2.4093490629 0.20734073 -2.481042816   1.543589615
## 618  0.31511624 -2.0758963004 0.29551710 -2.072912189   1.550147650
## 619  0.29897536 -1.8570033772 0.30064185 -1.825530162   1.394126844
## 620  1.15916633  0.4793808032 1.20621973  0.562021270  -0.301665851
## 621  2.79203474  2.6794326176 2.94405491  2.777091114  -3.283064596
## 622  0.54389786 -0.9551744458 0.46893111 -1.186155360   0.945416873
## 623  0.28050119 -2.1942144767 0.29034887 -2.053756776   1.714002557
## 624  0.78177318 -0.3204496769 0.86182505 -0.139022100   0.404421351
## 625  0.67144887 -0.7595057400 0.70121444 -0.617990113   0.814428128
## 626  4.42470566  5.3917210547 4.32545444  5.341805070 -12.037191245
## 627  1.89056158  1.7046534434 1.78827698  1.516831976  -2.000033547
## 628  2.29683947  2.1116043828 1.92664176  1.656774605  -2.095926717
## 629  0.51963502 -1.2165645088 0.50325485 -1.291724442   1.163762228
## 630  0.27043870 -2.1968950541 0.34968879 -1.742974446   1.671969051
## 631  0.59101618 -0.8372611102 0.61932860 -0.774150958   0.522350298
## 632  1.67849878  1.3414732693 1.77350326  1.448529018  -1.674879783
## 633  0.38500846 -1.5897633831 0.36191809 -1.627720274   1.431088456
## 634  1.50309097  1.0525035510 1.35228978  0.803392570  -0.713391683
## 635  0.49760383 -1.1369750390 0.48190434 -1.149732089   1.203825107
## 636  2.08334155  1.8529607836 1.91607410  1.630541535  -1.958252017
## 637  1.86392603  1.6833351375 1.75593512  1.541796235  -1.792104455
## 638  1.11733008  0.4014788321 1.04834834  0.257267322  -0.175283133
## 639  0.67921464 -0.7230466098 0.57938104 -0.982213485   0.734779003
## 640  0.34056588 -1.7919873323 0.40067857 -1.486867275   1.561164679
## 641  1.18336737  0.5427174178 1.25896004  0.678800578  -0.346143259
## 642  1.84510397  1.6426141522 1.79345338  1.527029951  -1.905110001
## 643  1.36383305  0.9062865897 1.51776014  1.149032911  -0.924965536
## 644  0.52885700 -1.0205486086 0.55779711 -0.950869592   1.220327898
## 645  0.59284924 -0.8126472751 0.62363667 -0.711441788   0.669540364
## 646  1.90463921  1.7077147159 1.70511228  1.383883865  -1.944576358
## 647  0.60336672 -0.7984599925 0.65256599 -0.635821390   0.968131649
## 648  1.53094612  1.0943645490 1.27623233  0.676697921  -1.155146929
## 649  0.46020622 -1.2877407180 0.41959774 -1.387431254   1.124220976
## 650  0.29909737 -1.8601176370 0.33612860 -1.711278236   1.405705382
## 651  3.61260850  3.4900151994 3.83182625  3.592862330  -4.287638351
## 652  0.46870199 -1.2608674262 0.44426576 -1.301624605   1.124513895
## 653  0.72505283 -0.5874262713 0.65367723 -0.751922762   0.656369062
## 654  1.18813477  0.5402671459 1.12727554  0.416239981  -0.383167972
## 655  0.68803023 -0.7031465054 0.62562182 -0.841207794   1.015755003
## 656  0.59924728 -0.8792163033 0.63150501 -0.747404575   0.840878227
## 657  0.47467077 -1.1911330342 0.48388438 -1.128014310   1.055995023
## 658  4.92632264  4.8953928530 5.34033403  5.032056013  -7.363617138
## 659  0.48983347 -1.2146505041 0.58915163 -0.855635306   1.039001168
## 660  0.08383559 -3.5904149780 0.10533944 -3.238957944   2.152658349
## 661  0.28267263 -2.0121148777 0.29984307 -1.868058896   1.477861064
## 662  0.64765604 -0.6654755233 0.57760337 -0.839984391   0.825464972
## 663  0.75147643 -0.4504869568 0.76539699 -0.425266822   0.452315472
## 664  1.22459462  0.6188728525 1.29204167  0.733066547  -0.460013555
## 665  0.88272823 -0.1330780139 0.83389731 -0.235162757   0.369637107
## 666  0.29125398 -1.9214335225 0.28534846 -1.985200304   1.408785303
## 667  3.08182463  2.9448778184 3.38133276  3.242609729  -4.873514266
## 668  0.23321425 -2.3991524205 0.23312401 -2.443470009   1.613110278
## 669  0.51502642 -1.2930864388 0.46345316 -1.401228122   1.213004016
## 670  0.42957751 -1.3320280258 0.43483035 -1.299491005   1.064964879
## 671  0.78330776 -0.4179475912 0.68270674 -0.664087027   0.507014345
## 672  0.63602908 -0.6132909921 0.84230440 -0.151613643   0.900763134
## 673  0.34580388 -1.8393830642 0.39988795 -1.542720683   1.369927302
## 674  0.59443243 -0.9588248504 0.62375393 -0.819132129   1.202136073
## 675  0.21286279 -2.5262559842 0.22495091 -2.496589902   1.512825936
## 676  0.99908997  0.1611522040 1.02769502  0.217941515  -0.082549241
## 677  0.67669131 -0.5843910625 0.59999158 -0.806793795   0.505248197
## 678  2.63450742  2.5315796356 2.87860570  2.726185652  -2.811327493
## 679  1.40647742  0.9046607040 1.59061912  1.174251249  -1.156434456
## 680  0.22194510 -2.3604383702 0.23223686 -2.227694826   1.847018296
## 681  0.91917107 -0.0432086946 0.78856940 -0.348622036   0.294718844
## 682  0.54800350 -1.0786832933 0.46252567 -1.330600014   0.998990928
## 683  0.19630883 -2.7440470532 0.24203636 -2.343922970   1.788034110
## 684  0.51521635 -0.9650923974 0.52491205 -0.967780501   1.043821871
## 685  2.64154772  2.7909318590 2.43541992  2.443735782  -2.834807564
## 686  0.97584480  0.1133466228 0.85429626 -0.141410537  -0.016756147
## 687  0.33395996 -2.0391685783 0.31726279 -2.007631925   1.478665792
## 688  0.27972577 -1.0823338165 0.39400069 -0.987788381   1.332097182
## 689  1.23841093  0.6690592948 1.37103990  0.902363597  -0.519375136
## 690  0.21315454 -2.6777891051 0.24717113 -2.345540170   1.728177020
## 691  0.48862078 -1.1541295915 0.50036103 -1.080050137   1.028619228
## 692  0.32057009 -1.8743181754 0.30921070 -1.862182742   1.545219900
## 693  0.74282429 -0.4250554803 0.80106821 -0.266374907   0.625016239
## 694  0.33436197 -1.8990779755 0.24221342 -2.297780864   1.523439605
## 695  0.87136951 -0.1154832950 0.71349893 -0.476488416   0.453727445
## 696  2.37299487  2.5286193571 2.06620514  2.008962216  -2.872561663
## 697  0.22194510 -2.3604383702 0.23223686 -2.227694826   1.847018296
## 698  0.49714134 -1.1198679077 0.45944009 -1.210630317   1.076637581
## 699  0.23798504 -2.1657548961 0.22252214 -2.204220323   1.657767690
## 700  0.26566427 -2.1272731433 0.27873807 -1.993390519   1.670757297
## 701  1.47058097  1.0124749132 1.58268935  1.165913769  -1.236929512
## 702  0.49326080 -1.1146423870 0.42258448 -1.345809911   1.146737635
## 703  0.32809674 -1.7636989087 0.29197745 -1.870753583   1.500805250
## 704  0.48246447 -1.3230971439 0.53359246 -1.158613321   1.086059488
## 705  1.47975260  1.0859616639 1.49785901  1.129016419  -1.170166973
## 706  3.87436756  3.6989777163 3.91725128  3.650492226  -6.470152661
## 707  1.49622665  1.0730909528 1.67298677  1.320506321  -1.244045321
## 708  0.61503288 -0.7481244065 0.54864681 -0.944767036   0.539799553
## 709  0.27434416 -2.1365930602 0.32407963 -1.826574651   1.606029396
## 710  0.72345043 -0.4835172211 0.86170072 -0.132337666   0.574478990
## 711  0.36936608 -1.6597689652 0.37174656 -1.688162058   1.108148707
## 712  1.76003525  1.5335395560 1.71862517  1.430755046  -1.548615601
## 713  1.40231131  0.9012341059 1.28123552  0.701840879  -0.918384752
## 714  1.48959334  1.0600081852 1.40631458  0.915892954  -0.575259325
## 715  0.14686874 -3.0429212166 0.17616980 -2.708496472   1.999671465
## 716  0.27972577 -1.0823338165 0.39400069 -0.987788381   1.332097182
## 717  0.18974919 -2.4329818817 0.16959147 -2.524213773   1.674711850
## 718  1.70935250  1.5192947777 1.64473556  1.361561762  -1.747051064
## 719  0.36103656 -1.6322371288 0.30719048 -1.808243626   1.318966381
## 720  9.65533743  7.2450944605 9.37761029  6.933400844 -13.344285169
## 721  0.36414660 -1.6073297690 0.35047323 -1.695752808   1.283692631
## 722  1.16850995  0.5231786670 1.38437740  0.929951151  -0.301904307
## 723  1.41448392  0.9895565974 1.78329659  1.561533243  -0.665845572
## 724  0.15578562 -2.8595108623 0.14573123 -2.995785457   1.633352297
## 725  0.69049677 -0.6528909655 0.63994801 -0.817420300   0.160719858
## 726  0.52038040 -1.1105996997 0.45879892 -1.297718038   1.126912353
## 727  1.46905791  0.9975032773 1.32314114  0.759207283  -0.636017855
## 728  0.65749170 -0.6357417690 0.68175677 -0.554950748   0.790120420
## 729  0.34481148 -2.0174695000 0.29350398 -2.149468770   1.495403999
## 730  0.64195106 -0.8292871623 0.56638209 -1.015718825   0.845379826
## 731  0.52281858 -1.0530294314 0.53207142 -0.988284242   0.944442095
## 732  0.64319909 -0.6958959592 0.55188008 -0.930458393   0.792268444
## 733  1.09369109  0.3497027128 1.04722527  0.255117860  -0.678397064
## 734  1.13276925  0.4358096437 1.04744390  0.254614289  -0.388058400
## 735  2.09041096  1.8798125017 2.12023806  1.881306304  -2.373547384
## 736  0.03196126 -4.3283125379 0.03353873 -4.151413290   2.231807707
## 737  0.81476236 -0.2562009308 0.91801469 -0.024383111   0.705726519
## 738  0.30095492 -1.8886583580 0.26328835 -2.009548399   1.544895145
## 739  0.37171298 -1.5968093822 0.37109898 -1.548473208   1.395733461
## 740  0.94871039  0.0575132170 1.01287855  0.189079185   0.263040707
## 741  1.09137751  0.3492011023 1.17536849  0.518038095  -0.253809849
## 742  0.20399221 -2.6371772321 0.25990948 -2.207760305   1.769873480
## 743  0.12907769 -3.2060801112 0.15229342 -2.891026861   2.004378298
## 744  1.05138387  0.2666874682 0.99846585  0.162640059  -0.200489717
## 745  0.13090773 -3.0281610255 0.13025113 -2.935337717   1.960832454
## 746  0.89309560 -0.0776861560 1.02732511  0.217640636   0.275808066
## 747  0.98166407  0.0963139547 0.89638660 -0.095745107   0.150049012
## 748  0.50482742 -1.0956424022 0.56203029 -0.887802926   1.099703027
## 749  0.80085068 -0.3757140580 0.85330867 -0.206029996   0.500181834
## 750  1.11287883  0.3939179287 1.30567510  0.763643961  -0.052233288
## 751  0.57338914 -0.8700393407 0.59885063 -0.780032369   0.828216587
## 752  0.77561309 -0.3308267112 0.86043224 -0.130153581   0.548354495
## 753  2.63504491  2.5026424490 2.43469621  2.305068856  -2.420502092
## 754  0.22740622 -2.3565711069 0.22356973 -2.430726655   1.667403609
## 755  0.86214705 -0.1329270576 0.77173195 -0.331596812   0.293840238
## 756  0.78684550 -0.3829452676 0.76177842 -0.423596647   0.391571928
## 757  0.85187355 -0.1542810006 0.90826935 -0.023952748   0.129771747
## 758  0.28491012 -1.9902217132 0.27648989 -1.967747710   1.559652976
## 759  1.33689894  0.7975895425 1.32041220  0.777902093  -0.850719874
## 760  0.81402895 -0.3392152921 0.84857337 -0.218010839   0.662524616
## 761  1.20785162  0.5651570661 1.27492172  0.676418229  -0.602125109
## 762  0.12907769 -3.2060801112 0.15229342 -2.891026861   2.004378298
## 763  1.11026067  0.3865512871 1.13287512  0.435218826  -0.539186324
## 764  0.24730219 -2.1536002658 0.22635457 -2.313151634   1.532785208
## 765  0.29331130 -1.9553669817 0.29995960 -1.862780367   1.661483136
## 766  1.26480466  0.6621257754 1.42505410  0.920168986  -0.526892737
## 767  1.52387221  1.0852431187 1.67797853  1.299552262  -0.955201764
## 768  0.87132189 -0.1834030232 0.94834912  0.026948552   0.389223799
## 769  0.61077049 -0.7873010895 0.55512852 -0.919788312   0.777098612
## 770  0.50151875 -1.1120846470 0.58998383 -0.857694610   1.134908641
## 771  0.71181446 -0.6004491994 0.75668447 -0.480356274   0.595669347
## 772  1.72252372  1.4550611623 1.82536270  1.568272782  -1.532523548
## 773  0.97513625  0.1090928515 1.10214978  0.366488720   0.112961030
## 774  1.39587978  0.9824704220 1.24273074  0.658538327  -0.599320939
## 775  0.32479683 -1.8143912476 0.32104127 -1.772200950   1.551657419
## 776  0.77378942 -0.4533885459 0.84622412 -0.224691777   0.597516693
## 777  0.88733285 -0.0742651813 0.85491593 -0.147848457   0.571848725
## 778  1.00764839  0.1760792494 0.98464755  0.133244904  -0.143773686
## 779  0.98756812  0.1184169456 0.99116043  0.133100849   0.175146163
## 780  0.61569627 -0.7887610294 0.67394391 -0.597562711   0.736962313
## 781  0.51069897 -1.1070717462 0.54027209 -0.975132967   1.048038330
## 782  2.74320394  2.7928785866 2.35329561  2.284594619  -2.123272711
## 783  0.57484591 -0.8626396987 0.60396530 -0.771545199   0.820872266
## 784  0.87036821 -0.0101253130 0.78630943 -0.212459643   0.616791371
## 785  1.45903104  0.9974438506 1.47052285  0.997948651  -1.199612645
## 786  1.27271574  0.7145477299 1.18000930  0.523452343  -0.671209525
## 787  0.75315140 -0.3945371667 0.86743488 -0.113307235   0.504945399
## 788  1.50950610  1.1577638187 1.63226170  1.323869101  -1.092399974
## 789  1.92991601  1.6603069892 2.18529308  1.991873231  -1.980414194
## 790  1.24513037  0.6280761664 1.25950796  0.647153271  -0.751286919
## 791  1.35972552  0.8230215183 1.35125723  0.812639770  -0.677551491
## 792  0.38293567 -1.8318842806 0.29749100 -2.124306445   1.406319504
## 793  2.84440724  2.7456546737 2.62594329  2.460702178  -3.145004888
## 794  0.57219299 -0.9689253879 0.72251679 -0.499425060   0.909912304
## 795  1.14013713  0.4450011941 1.02762844  0.215686405  -0.299889683
## 796  0.50560193 -1.0759275239 0.56456675 -0.896670910   0.948752879
## 797  0.70571258 -0.5241662928 0.76109136 -0.395558313   0.531507990
## 798  2.01259914  1.7636557389 1.96972216  1.703152717  -1.930568590
## 799  3.72465573  3.5920573635 4.06116373  3.782325792  -4.435953219
## 800  0.79607600 -0.2820200669 0.88474171 -0.076469961   0.409049477
## 801  0.69548983 -0.5313405016 0.74938204 -0.387511336   0.647651799
## 802  0.44635986 -1.3986915538 0.47184388 -1.254150092   1.239422343
## 803  2.59850000  2.5194628976 1.96832087  1.714765802  -2.499029502
## 804  0.77197685 -0.4334149256 0.86007863 -0.177596658   0.472338287
## 805  2.57450262  2.4215782113 2.81929620  2.669946512  -2.996280118
## 806  0.36333310 -1.5848394392 0.36845790 -1.539754034   1.350643568
## 807  1.12460252  0.4222572394 1.22953495  0.626710236  -0.278477847
## 808  0.57015532 -0.8768672878 0.65819834 -0.621091657   0.821058840
## 809  0.34970711 -1.7150074787 0.36114077 -1.611751206   1.501174505
## 810  0.64343093 -0.6787410058 0.65536216 -0.659378860   0.518214138
## 811  0.34697451 -1.6585001445 0.32354687 -1.719676908   1.355773562
## 812  0.48318067 -1.3531321108 0.43902574 -1.451472638   1.301842049
## 813  3.36323324  3.2773246664 3.33196831  3.304187788  -5.329256186
## 814  2.15184952  2.0175984051 2.32283570  2.268793397  -2.264166320
## 815  0.69380820 -0.5506020517 0.58045581 -0.837905535   0.574903292
## 816  1.08264401  0.3309563124 1.19374178  0.557917087  -0.197850288
## 817  0.87475763 -0.1621234195 0.84033800 -0.228139867   0.309732047
## 818  0.95467656  0.0641812711 0.83007798 -0.201818286   0.020424855
## 819  0.27972577 -1.0823338165 0.39400069 -0.987788381   1.332097182
## 820  0.24355081 -2.1269688900 0.28366702 -1.902270409   1.588846263
## 821  0.31175931 -1.8687605966 0.27860896 -1.961916686   1.492088005
## 822  0.74695580 -0.4004077301 0.76392757 -0.356842509   0.342755421
## 823  0.32573373 -1.7843700957 0.29162588 -1.880821762   1.477414208
## 824  1.61628974  1.2496217271 1.51545303  1.072192964  -1.397774863
## 825  0.53706505 -0.9764622248 0.46690466 -1.202346703   0.974211817
## 826  0.34480753 -1.6606253968 0.33262970 -1.684111043   1.296781448
## 827  0.27972577 -1.0823338165 0.39400069 -0.987788381   1.332097182
## 828  0.38784860 -1.9627283103 0.38431257 -1.987566508   0.770471965
## 829  0.24038204 -2.2740824304 0.23422220 -2.359700327   1.472481413
## 830  0.53529882 -1.2117581793 0.58631601 -0.965695752   0.992702239
## 831  0.95340321  0.0679279457 0.79157478 -0.292627697   0.200751261
## 832  2.01545780  1.8155634095 2.13025372  1.996312184  -3.144669290
## 833  1.48828394  1.0335788986 1.50235866  1.064863078  -1.157662913
## 834  1.54614129  1.1203859478 1.52662551  1.077381984  -1.504179174
## 835  0.64922866 -0.7762197929 0.60837617 -0.856567392   0.720895908
## 836  0.96397685  0.0678045310 1.02814597  0.214690693   0.137233435
## 837  0.55973859 -0.9111056189 0.48133011 -1.136138706   0.904298964
## 838  0.96772323  0.0673562486 0.93867374  0.010224131   0.099971210
## 839  0.57417570 -0.8838848245 0.57365389 -0.855964038   0.945547501
## 840  0.64146181 -0.6739559897 0.59076266 -0.810298757   0.603071262
## 841  0.79725075 -0.2984254923 0.86170234 -0.132684789   0.468248803
## 842  0.87940711 -0.1121443506 0.86878759 -0.145753863   0.091393091
## 843  1.03473689  0.2276752016 0.92895075  0.003557106  -0.082974163
## 844  0.83154247 -0.2017981456 0.81971338 -0.234413967   0.234608866
## 845  0.94479238  0.0467390315 0.98357091  0.132819666   0.104932044
## 846  0.21315454 -2.6777891051 0.24717113 -2.345540170   1.728177020
## 847  0.20350242 -2.4316045116 0.18864009 -2.446783731   1.843362451
## 848  0.95364639  0.0684053583 0.86205615 -0.126314658   0.532927545
## 849  0.93667070  0.0024336954 0.98585660  0.122732935   0.181711405
## 850  0.35789062 -1.6623343014 0.38095136 -1.517542357   1.452071175
## 851  1.41259685  0.9933517303 1.44170666  1.054089016  -1.649854321
## 852  0.99063058  0.1428018626 1.12175619  0.401225252   0.424219279
## 853  1.15170937  0.4583362484 0.96855729  0.102413753  -0.275403184
## 854  1.33526624  0.7869940458 1.84568075  1.561228579  -0.313853466
## 855  0.69512305 -0.6525928704 0.75463440 -0.448155647   0.755890462
## 856  0.55696782 -1.0648022846 0.50173685 -1.203257343   0.990008635
## 857  0.36098352 -1.5907418783 0.35812599 -1.587904439   1.189884700
## 858  1.84390719  1.5459850702 1.93446244  1.675405519  -1.771110555
## 859  0.36845587 -1.5631878318 0.42504963 -1.330479712   1.341543402
## 860  1.26354400  0.7685894592 1.23915189  0.723239815   0.449011893
## 861  0.19335616 -2.5391828341 0.17405041 -2.725565997   1.628073167
## 862  2.08980005  1.9214946408 2.29216336  2.211994446  -2.113634608
## 863  0.65460961 -0.7253080220 0.64027901 -0.784708320   0.512854758
## 864  0.19709451 -2.5461979977 0.21736854 -2.341313098   1.748069199
## 865  1.15652443  0.4926283636 1.10187075  0.369938138  -0.430568949
## 866  0.93349685 -0.0243734183 0.94676309  0.022888345   0.357219461
## 867  0.80697449 -0.2650311685 0.77075454 -0.363403442   0.155637958
## 868  1.27448263  0.7238220255 1.01396588  0.181774195  -0.107374839
## 869  1.07813718  0.3192705674 1.35410140  0.843545698   0.055612897
## 870  0.66269677 -0.6187739395 0.74988768 -0.385113539   0.649371552
## 871  2.94640049  2.8137756431 2.56163585  2.383076448  -4.137690578
## 872  0.52910194 -1.0522435551 0.49986439 -1.177512274   0.893944766
## 873  0.54732128 -1.1710085650 0.51415894 -1.211976543   0.963594582
## 874  0.16976204 -2.5656699923 0.16771324 -2.533210582   1.790380036
## 875  0.29879207 -1.9282203750 0.26915557 -2.007139712   1.544000368
## 876  1.23409661  0.6221285456 1.19571541  0.554697890  -0.513561230
## 877  0.71422218 -0.4851147067 0.76947197 -0.337357781   0.340552430
## 878  0.36691213 -1.6416500200 0.28297383 -1.953050923   1.385908084
## 879  0.73041887 -0.4585298357 0.62699286 -0.709444981   0.331271607
## 880  0.89938514 -0.1004762859 0.89897682 -0.084746228   0.225261626
## 881  0.66020894 -0.3837508474 0.71909729 -0.335992252   0.790412341
## 882  0.52726392 -1.0506789817 0.57547494 -0.866936616   1.011282541
## 883  0.74635696 -0.5233589980 0.64463583 -0.777642993   0.589981864
## 884  1.19969525  0.5865744882 1.38022453  0.917174665  -0.553948670
## 885  0.93953141  0.0073251709 0.83809645 -0.221384056   0.079682387
## 886  0.44284568 -1.3353018158 0.47131461 -1.192673396   1.310092141
## 887 10.74509072  8.8294372036 7.15739180  6.482902536 -12.832710308
## 888  0.46792958 -1.5979954985 0.42124712 -1.811475186   0.680001322
## 889  0.63006611 -0.8651550648 0.67108336 -0.689926845   0.840358893
## 890  0.27660828 -2.0504679245 0.21280983 -2.320741910   1.647761843
## 891  1.13149241  0.4253181292 1.32234892  0.790370335   0.407739315
## 892  0.71655721 -0.5760330705 0.59300576 -0.902814306   0.755667285
## 893  1.59930681  1.3869746999 1.56456841  1.328463043  -1.115777601
## 894  1.02306194  0.1989015093 1.00123892  0.155379539  -0.143609470
## 895  0.34248321 -1.7822234873 0.41568235 -1.428918287   1.413738597
## 896  2.69362383  2.5540110495 2.59727879  2.463938794  -3.872443942
## 897  1.94171350  1.6999622242 1.84221106  1.533629929  -2.006916332
## 898  0.43346069 -1.5276504710 0.47805869 -1.289649790   1.198191291
## 899  1.00511516  0.1528308470 1.13705088  0.443864700   0.293345807
## 900  0.12907769 -3.2060801112 0.15229342 -2.891026861   2.004378298
## 901  0.53851429 -1.1146084280 0.49507627 -1.210107527   1.059814623
## 902  0.69827089 -0.6378425923 0.69343825 -0.661769000   0.535375934
## 903  0.54224618 -0.9802960112 0.47273003 -1.230820081   1.296359124
## 904  1.06116335  0.2843268393 1.21320186  0.577689555  -0.072397116
## 905  0.42266903 -1.5192697517 0.43603674 -1.493585720   1.082247049
## 906  0.84668140 -0.1669079874 0.84177142 -0.169515947   0.216226427
## 907  0.48995405 -1.1957554970 0.47281412 -1.235935012   1.121857323
## 908  0.27972577 -1.0823338165 0.39400069 -0.987788381   1.332097182
## 909  7.26957115  6.5529869647 5.79337371  5.386165709  -8.830665141
## 910  0.71816184 -0.6757273636 0.71248896 -0.697166958   0.662076544
## 911  0.26653949 -2.0074547155 0.26937967 -1.980353176   1.510821301
## 912  0.48103530 -1.1556409750 0.49708747 -1.105347431   1.228775343
## 913  0.41209255 -1.5863657767 0.46605706 -1.314183451   1.206737080
## 914  0.96014702  0.0743241658 1.01966446  0.203280261   0.056128906
## 915  0.83362428 -0.2153161339 0.78192347 -0.354353446   0.019904580
## 916  0.48054879 -1.1918767015 0.46244052 -1.283332796   1.001368868
## 917  0.91192758  0.1204643543 1.22329366  0.533123502   0.818608462
## 918  0.46049312 -1.2519080307 0.54384074 -1.001153686   1.185161725
## 919  0.25830980 -2.0811748519 0.22118026 -2.218332356   1.617582719
## 920  1.24921424  0.6331912598 1.07955363  0.321631600  -1.018939618
## 921  1.23309568  0.6609028929 1.17264106  0.519348207  -0.664924954
## 922  1.16940866  0.5112487503 1.11622994  0.397184710  -0.570994702
## 923  0.80979581 -0.3422272092 0.69894925 -0.614545306   0.487669436
## 924  1.39485935  0.8790825179 1.32152779  0.754124853  -0.522284128
## 925  0.42673149 -1.6465252616 0.36726802 -1.797762914   1.408625522
## 926  0.75110406 -0.4795163043 0.73959449 -0.482186133   0.429522829
## 927  0.82063622 -0.3830668734 0.73728331 -0.649604415   0.859660972
## 928  0.89685704 -0.1157284267 0.87703072 -0.169963215   0.387067996
## 929  0.75418581 -0.3846815445 0.74378545 -0.399657857   0.346772751
## 930  0.19275233 -2.4350878692 0.17591936 -2.480658523   1.796241020
## 931  1.40320313  0.8925378508 1.22455607  0.589628752  -0.722843048
## 932  0.26613358 -2.4138653568 0.24271703 -2.413068215   1.602239575
## 933  0.32007916 -2.1163934221 0.29368755 -2.130776734   1.501260526
## 934  1.96468214  1.8581540449 1.96787148  1.805964149  -1.458878248
## 935  1.00352400  0.1884967200 0.97723425  0.131302714   0.197856249
## 936  0.84029570 -0.0617359909 0.77830775 -0.227251727   0.645504884
## 937  0.27972577 -1.0823338165 0.39400069 -0.987788381   1.332097182
## 938  1.39625333  0.9877891404 1.49138627  1.121329267  -0.673035617
## 939  0.95808422  0.0473567725 0.96998839  0.084212677   0.154385328
## 940  1.22229001  0.5863671782 1.11588949  0.391484377  -0.431614706
## 941  0.88763059 -0.0858627065 0.96726502  0.095986909   0.194072589
## 942  0.89017543 -0.0704349492 0.86775119 -0.121109589   0.258421549
## 943  1.10497223  0.3762589062 0.95732968  0.058945670   0.147998053
## 944  1.27402595  0.6833616271 1.19429262  0.534386287  -0.534000271
## 945  2.50139765  2.6633212341 2.77466546  2.876896442  -3.414751943
## 946  0.31147480 -1.8356773579 0.31133646 -1.782881557   1.550738999
## 947  0.78631805 -0.3106964271 0.92060125 -0.008772075   0.714306750
## 948  1.64182592  1.2738717776 1.58534679  1.203470761  -1.373235858
## 949  0.43306638 -1.8077263528 0.44115751 -1.780429894   0.261014393
## 950  0.93954151  0.0378010029 0.95817040  0.081014981   0.634672063
## 951  1.03271172  0.2391460548 1.00077133  0.174436233   0.149229394
## 952  0.18714553 -2.5604197831 0.16334268 -2.636682309   1.907594953
## 953  0.63166347 -0.7307205238 0.53125796 -0.996056207   0.785071874
## 954  0.20284618 -2.3601938918 0.18088409 -2.447952857   1.620684217
## 955  1.24634716  0.6687466329 1.28848086  0.733339661  -0.515053064
## 956  0.65809993 -0.7971520528 0.60647998 -0.901843833   0.948426782
## 957  0.76570686 -0.3248708048 0.81008022 -0.234639591   0.476430363
## 958  1.82180872  1.6299890040 1.82852766  1.594625031  -1.847587128
## 959  0.76130217 -0.3686378046 0.76166256 -0.374171711   0.503099976
## 960  0.45491464 -1.3077186482 0.48279840 -1.167413994   1.182408980

#2

DGS_IRT_2 = mirt(data = DGS_7model_2,
      model = 1, #this is for one factor
      itemtype = "gpcmIRT" #generalized partial credit model
)
## 
Iteration: 1, Log-Lik: -9462.830, Max-Change: 2.50589
Iteration: 2, Log-Lik: -9111.513, Max-Change: 1.21995
Iteration: 3, Log-Lik: -9044.249, Max-Change: 0.46137
Iteration: 4, Log-Lik: -9015.273, Max-Change: 0.31347
Iteration: 5, Log-Lik: -9003.147, Max-Change: 0.25868
Iteration: 6, Log-Lik: -8995.263, Max-Change: 0.16288
Iteration: 7, Log-Lik: -8991.072, Max-Change: 0.18362
Iteration: 8, Log-Lik: -8988.793, Max-Change: 0.08775
Iteration: 9, Log-Lik: -8987.334, Max-Change: 0.09590
Iteration: 10, Log-Lik: -8986.529, Max-Change: 0.12416
Iteration: 11, Log-Lik: -8985.636, Max-Change: 0.04194
Iteration: 12, Log-Lik: -8984.977, Max-Change: 0.03685
Iteration: 13, Log-Lik: -8984.137, Max-Change: 0.03953
Iteration: 14, Log-Lik: -8983.773, Max-Change: 0.02644
Iteration: 15, Log-Lik: -8983.475, Max-Change: 0.02320
Iteration: 16, Log-Lik: -8983.127, Max-Change: 0.01671
Iteration: 17, Log-Lik: -8982.942, Max-Change: 0.01515
Iteration: 18, Log-Lik: -8982.793, Max-Change: 0.01205
Iteration: 19, Log-Lik: -8982.511, Max-Change: 0.00799
Iteration: 20, Log-Lik: -8982.427, Max-Change: 0.01790
Iteration: 21, Log-Lik: -8982.357, Max-Change: 0.00774
Iteration: 22, Log-Lik: -8982.293, Max-Change: 0.00506
Iteration: 23, Log-Lik: -8982.244, Max-Change: 0.00616
Iteration: 24, Log-Lik: -8982.203, Max-Change: 0.00376
Iteration: 25, Log-Lik: -8982.135, Max-Change: 0.00748
Iteration: 26, Log-Lik: -8982.111, Max-Change: 0.00235
Iteration: 27, Log-Lik: -8982.092, Max-Change: 0.00379
Iteration: 28, Log-Lik: -8982.062, Max-Change: 0.00245
Iteration: 29, Log-Lik: -8982.050, Max-Change: 0.00208
Iteration: 30, Log-Lik: -8982.038, Max-Change: 0.00253
Iteration: 31, Log-Lik: -8982.026, Max-Change: 0.00230
Iteration: 32, Log-Lik: -8982.018, Max-Change: 0.00209
Iteration: 33, Log-Lik: -8982.012, Max-Change: 0.00160
Iteration: 34, Log-Lik: -8982.007, Max-Change: 0.00209
Iteration: 35, Log-Lik: -8982.002, Max-Change: 0.00102
Iteration: 36, Log-Lik: -8981.999, Max-Change: 0.00116
Iteration: 37, Log-Lik: -8981.996, Max-Change: 0.00114
Iteration: 38, Log-Lik: -8981.993, Max-Change: 0.00110
Iteration: 39, Log-Lik: -8981.991, Max-Change: 0.00080
Iteration: 40, Log-Lik: -8981.990, Max-Change: 0.00072
Iteration: 41, Log-Lik: -8981.989, Max-Change: 0.00044
Iteration: 42, Log-Lik: -8981.988, Max-Change: 0.00153
Iteration: 43, Log-Lik: -8981.985, Max-Change: 0.00073
Iteration: 44, Log-Lik: -8981.985, Max-Change: 0.00100
Iteration: 45, Log-Lik: -8981.984, Max-Change: 0.00039
Iteration: 46, Log-Lik: -8981.984, Max-Change: 0.00043
Iteration: 47, Log-Lik: -8981.983, Max-Change: 0.00045
Iteration: 48, Log-Lik: -8981.983, Max-Change: 0.00056
Iteration: 49, Log-Lik: -8981.983, Max-Change: 0.00046
Iteration: 50, Log-Lik: -8981.983, Max-Change: 0.00063
Iteration: 51, Log-Lik: -8981.983, Max-Change: 0.00018
Iteration: 52, Log-Lik: -8981.982, Max-Change: 0.00016
Iteration: 53, Log-Lik: -8981.982, Max-Change: 0.00042
Iteration: 54, Log-Lik: -8981.982, Max-Change: 0.00058
Iteration: 55, Log-Lik: -8981.982, Max-Change: 0.00045
Iteration: 56, Log-Lik: -8981.982, Max-Change: 0.00064
Iteration: 57, Log-Lik: -8981.982, Max-Change: 0.00018
Iteration: 58, Log-Lik: -8981.982, Max-Change: 0.00016
Iteration: 59, Log-Lik: -8981.982, Max-Change: 0.00041
Iteration: 60, Log-Lik: -8981.982, Max-Change: 0.00060
Iteration: 61, Log-Lik: -8981.982, Max-Change: 0.00041
Iteration: 62, Log-Lik: -8981.982, Max-Change: 0.00060
Iteration: 63, Log-Lik: -8981.982, Max-Change: 0.00017
Iteration: 64, Log-Lik: -8981.982, Max-Change: 0.00015
Iteration: 65, Log-Lik: -8981.981, Max-Change: 0.00038
Iteration: 66, Log-Lik: -8981.981, Max-Change: 0.00055
Iteration: 67, Log-Lik: -8981.981, Max-Change: 0.00038
Iteration: 68, Log-Lik: -8981.981, Max-Change: 0.00055
Iteration: 69, Log-Lik: -8981.981, Max-Change: 0.00015
Iteration: 70, Log-Lik: -8981.981, Max-Change: 0.00013
Iteration: 71, Log-Lik: -8981.981, Max-Change: 0.00034
Iteration: 72, Log-Lik: -8981.981, Max-Change: 0.00051
Iteration: 73, Log-Lik: -8981.981, Max-Change: 0.00035
Iteration: 74, Log-Lik: -8981.981, Max-Change: 0.00052
Iteration: 75, Log-Lik: -8981.981, Max-Change: 0.00014
Iteration: 76, Log-Lik: -8981.981, Max-Change: 0.00013
Iteration: 77, Log-Lik: -8981.981, Max-Change: 0.00032
Iteration: 78, Log-Lik: -8981.981, Max-Change: 0.00048
Iteration: 79, Log-Lik: -8981.981, Max-Change: 0.00032
Iteration: 80, Log-Lik: -8981.981, Max-Change: 0.00049
Iteration: 81, Log-Lik: -8981.981, Max-Change: 0.00013
Iteration: 82, Log-Lik: -8981.981, Max-Change: 0.00012
Iteration: 83, Log-Lik: -8981.981, Max-Change: 0.00030
Iteration: 84, Log-Lik: -8981.981, Max-Change: 0.00045
Iteration: 85, Log-Lik: -8981.980, Max-Change: 0.00030
Iteration: 86, Log-Lik: -8981.980, Max-Change: 0.00046
Iteration: 87, Log-Lik: -8981.980, Max-Change: 0.00012
Iteration: 88, Log-Lik: -8981.980, Max-Change: 0.00011
Iteration: 89, Log-Lik: -8981.980, Max-Change: 0.00028
Iteration: 90, Log-Lik: -8981.980, Max-Change: 0.00042
Iteration: 91, Log-Lik: -8981.980, Max-Change: 0.00029
Iteration: 92, Log-Lik: -8981.980, Max-Change: 0.00044
Iteration: 93, Log-Lik: -8981.980, Max-Change: 0.00012
Iteration: 94, Log-Lik: -8981.980, Max-Change: 0.00010
Iteration: 95, Log-Lik: -8981.980, Max-Change: 0.00026
Iteration: 96, Log-Lik: -8981.980, Max-Change: 0.00040
Iteration: 97, Log-Lik: -8981.980, Max-Change: 0.00027
Iteration: 98, Log-Lik: -8981.980, Max-Change: 0.00042
Iteration: 99, Log-Lik: -8981.980, Max-Change: 0.00011
Iteration: 100, Log-Lik: -8981.980, Max-Change: 0.00010
summary(DGS_IRT_2)
##           F1     h2
## DGS_10 0.870 0.7574
## DGS_26 0.635 0.4036
## DGS_41 0.527 0.2781
## DGS_54 0.310 0.0964
## DGS_57 0.529 0.2795
## DGS_69 0.637 0.4059
## DGS_72 0.329 0.1083
## 
## SS loadings:  2.329 
## Proportion Var:  0.333 
## 
## Factor correlations: 
## 
##    F1
## F1  1
coef(DGS_IRT_2, IRTpars = T)
## $DGS_10
##        a1     b1     b2     b3     b4     b5    b6 c
## par 3.007 -2.194 -1.654 -1.368 -1.176 -0.687 0.195 0
## 
## $DGS_26
##      a1     b1     b2     b3     b4     b5    b6 c
## par 1.4 -2.685 -1.966 -1.592 -1.232 -0.578 0.721 0
## 
## $DGS_41
##        a1     b1     b2     b3     b4     b5    b6 c
## par 1.056 -2.376 -2.298 -0.996 -1.258 -0.477 0.564 0
## 
## $DGS_54
##        a1     b1     b2     b3     b4     b5     b6 c
## par 0.556 -3.569 -1.814 -2.656 -1.768 -1.734 -0.533 0
## 
## $DGS_57
##       a1     b1    b2     b3     b4     b5    b6 c
## par 1.06 -1.759 -1.83 -2.399 -1.866 -0.867 0.613 0
## 
## $DGS_69
##        a1     b1     b2     b3     b4     b5    b6 c
## par 1.407 -1.991 -2.091 -1.566 -1.163 -0.865 0.299 0
## 
## $DGS_72
##        a1     b1     b2     b3     b4     b5    b6 c
## par 0.593 -2.823 -2.573 -1.324 -0.109 -0.826 0.942 0
## 
## $GroupPars
##     MEAN_1 COV_11
## par      0      1
#itemplot(DGS_IRT_2, 5, type = "trace")
itemplot(DGS_IRT_2, 5, type = "info")

plot(DGS_IRT_2, type = "trace")

plot(DGS_IRT_2, type = "info")

plot(DGS_IRT_2) #expected score curve

#person fit
fscores(DGS_IRT_2) #factor score for each participants
##                   F1
##   [1,] -2.115791e-01
##   [2,]  1.785000e+00
##   [3,] -2.594729e-01
##   [4,] -3.884635e-01
##   [5,] -1.268635e+00
##   [6,] -3.326684e-01
##   [7,] -1.317453e-01
##   [8,]  6.193410e-01
##   [9,]  1.568259e+00
##  [10,] -1.012803e+00
##  [11,]  5.643894e-01
##  [12,]  2.160412e-01
##  [13,]  6.346526e-01
##  [14,]  2.168534e-01
##  [15,] -8.784047e-01
##  [16,]  3.984279e-01
##  [17,]  4.784095e-01
##  [18,]  4.193163e-01
##  [19,] -4.457519e-01
##  [20,] -1.770228e+00
##  [21,] -3.977271e-01
##  [22,] -4.612057e-01
##  [23,] -8.170626e-01
##  [24,] -1.407122e-01
##  [25,] -1.108789e-01
##  [26,] -1.791616e+00
##  [27,] -9.052791e-01
##  [28,]  6.181847e-01
##  [29,]  5.278749e-01
##  [30,]  1.785000e+00
##  [31,]  1.254094e+00
##  [32,]  1.123465e+00
##  [33,]  9.135000e-01
##  [34,] -4.419523e-02
##  [35,]  1.639371e-01
##  [36,]  1.994338e-01
##  [37,]  1.375248e-01
##  [38,]  1.766425e-03
##  [39,] -2.595997e-01
##  [40,] -8.318079e-01
##  [41,] -2.352480e-01
##  [42,] -5.841903e-01
##  [43,] -1.288182e+00
##  [44,]  9.077821e-01
##  [45,] -5.532860e-01
##  [46,]  3.841495e-01
##  [47,] -1.016402e-01
##  [48,]  2.106267e-01
##  [49,] -3.563766e-01
##  [50,]  5.155371e-01
##  [51,] -7.895778e-01
##  [52,]  1.153773e+00
##  [53,]  1.417560e+00
##  [54,] -1.351418e+00
##  [55,] -1.005175e-01
##  [56,]  9.538670e-01
##  [57,] -1.218002e+00
##  [58,] -9.599645e-01
##  [59,] -3.409341e-01
##  [60,] -4.152704e-01
##  [61,] -3.780444e-01
##  [62,] -1.115005e+00
##  [63,] -8.369678e-01
##  [64,]  1.785000e+00
##  [65,]  1.978931e-02
##  [66,] -1.406843e+00
##  [67,] -1.107115e+00
##  [68,]  1.244804e+00
##  [69,]  3.754347e-02
##  [70,]  5.790526e-01
##  [71,]  8.356299e-01
##  [72,] -6.220466e-01
##  [73,]  1.163390e+00
##  [74,] -4.243884e-01
##  [75,]  8.017582e-01
##  [76,] -4.323293e-02
##  [77,]  2.038611e-01
##  [78,]  6.998786e-01
##  [79,]  9.256212e-01
##  [80,] -5.651106e-01
##  [81,] -3.218009e-01
##  [82,]  1.748120e-01
##  [83,] -6.031042e-01
##  [84,] -2.097261e-01
##  [85,] -3.869655e-02
##  [86,]  6.193172e-01
##  [87,] -1.429318e+00
##  [88,] -6.359635e-01
##  [89,] -8.876233e-01
##  [90,]  1.243814e+00
##  [91,] -2.587959e-01
##  [92,] -1.061713e+00
##  [93,]  5.629400e-01
##  [94,] -2.556281e-01
##  [95,]  5.618336e-01
##  [96,] -8.368043e-01
##  [97,] -7.654174e-01
##  [98,] -7.917613e-01
##  [99,]  9.157326e-01
## [100,]  3.082538e-01
## [101,] -1.720648e+00
## [102,] -2.059039e-01
## [103,] -1.448680e+00
## [104,] -1.024114e+00
## [105,] -1.037322e+00
## [106,] -4.541232e-01
## [107,]  1.581100e+00
## [108,] -1.000896e+00
## [109,] -1.495164e+00
## [110,]  6.641580e-01
## [111,] -5.134018e-01
## [112,] -1.013157e+00
## [113,] -1.211252e+00
## [114,] -1.223632e-01
## [115,] -1.243008e+00
## [116,] -2.272868e-01
## [117,] -3.666089e-01
## [118,] -1.368366e+00
## [119,]  1.153773e+00
## [120,]  7.872716e-01
## [121,]  1.084578e-01
## [122,]  5.626989e-01
## [123,] -4.073861e-01
## [124,] -3.587938e-01
## [125,]  1.581100e+00
## [126,] -7.654174e-01
## [127,] -8.468788e-01
## [128,] -1.494219e-02
## [129,] -1.622701e-01
## [130,] -1.350578e+00
## [131,]  1.123465e+00
## [132,]  6.049550e-01
## [133,]  2.122145e-01
## [134,] -1.003995e+00
## [135,] -7.416567e-01
## [136,] -1.205116e+00
## [137,] -8.160189e-01
## [138,] -9.869978e-01
## [139,]  7.773826e-01
## [140,]  4.199824e-01
## [141,] -1.906491e-01
## [142,]  1.193055e-02
## [143,] -1.373400e+00
## [144,]  7.462025e-01
## [145,] -1.223632e-01
## [146,] -2.902414e-01
## [147,] -9.666245e-02
## [148,]  3.416645e-01
## [149,] -6.972956e-01
## [150,] -1.107115e+00
## [151,]  1.785000e+00
## [152,] -1.347589e+00
## [153,] -7.729001e-01
## [154,] -2.790145e-01
## [155,] -9.703537e-02
## [156,]  8.431368e-01
## [157,] -3.522678e-01
## [158,] -1.479038e-01
## [159,]  4.704230e-01
## [160,]  1.785000e+00
## [161,] -1.136142e+00
## [162,]  3.964352e-01
## [163,] -1.308004e+00
## [164,] -1.245288e+00
## [165,] -1.104982e+00
## [166,] -8.794581e-01
## [167,]  1.122560e+00
## [168,] -1.147185e+00
## [169,]  4.535887e-01
## [170,] -1.118522e+00
## [171,]  3.906670e-01
## [172,] -9.175636e-01
## [173,] -6.404915e-02
## [174,]  2.047149e-01
## [175,]  1.785000e+00
## [176,] -5.651106e-01
## [177,]  1.605475e-02
## [178,]  9.827534e-01
## [179,]  1.785000e+00
## [180,] -9.379424e-01
## [181,] -3.673290e-01
## [182,] -3.928999e-01
## [183,]  1.084578e-01
## [184,]  1.123465e+00
## [185,] -7.253695e-01
## [186,] -2.011212e-01
## [187,]  9.070164e-01
## [188,] -1.270305e+00
## [189,] -3.831043e-02
## [190,] -1.061885e-01
## [191,]  5.568421e-01
## [192,] -6.663849e-02
## [193,]  6.055574e-01
## [194,]  4.550284e-03
## [195,] -1.270305e+00
## [196,]  8.041769e-01
## [197,] -8.032097e-01
## [198,]  1.061075e-02
## [199,] -6.779435e-01
## [200,]  1.123465e+00
## [201,] -4.770894e-01
## [202,] -6.709202e-01
## [203,] -9.666245e-02
## [204,] -4.823128e-01
## [205,]  1.091307e+00
## [206,]  2.078796e-01
## [207,] -4.430064e-01
## [208,]  1.068872e+00
## [209,] -2.033793e+00
## [210,]  1.416442e+00
## [211,] -1.361956e+00
## [212,]  6.805495e-02
## [213,] -9.896606e-01
## [214,] -1.285647e+00
## [215,] -4.652292e-01
## [216,]  7.011122e-01
## [217,] -4.181380e-01
## [218,] -1.049459e+00
## [219,] -3.632824e-01
## [220,]  2.911854e-01
## [221,] -1.129343e+00
## [222,]  8.132623e-01
## [223,] -1.208362e+00
## [224,] -8.777982e-02
## [225,] -1.146753e+00
## [226,]  5.615926e-01
## [227,] -6.260651e-01
## [228,]  7.468084e-01
## [229,]  1.785000e+00
## [230,] -1.725648e-01
## [231,] -6.507578e-01
## [232,] -1.530571e-01
## [233,] -1.243008e+00
## [234,] -1.284371e+00
## [235,]  1.416442e+00
## [236,] -1.571451e-01
## [237,] -1.734619e+00
## [238,]  1.785000e+00
## [239,] -8.071735e-02
## [240,]  1.963825e-01
## [241,] -4.291680e-01
## [242,] -4.240831e-01
## [243,] -4.672758e-03
## [244,]  1.785000e+00
## [245,] -5.582711e-01
## [246,] -1.143102e+00
## [247,] -1.029669e+00
## [248,] -8.043218e-01
## [249,]  8.440642e-01
## [250,]  9.819412e-01
## [251,]  1.090424e+00
## [252,]  1.243814e+00
## [253,] -1.202848e+00
## [254,] -3.113649e-02
## [255,] -5.839162e-01
## [256,]  1.785000e+00
## [257,] -9.935893e-01
## [258,]  1.040122e+00
## [259,] -1.014522e+00
## [260,]  1.605475e-02
## [261,] -1.405237e+00
## [262,] -1.094487e+00
## [263,] -8.019013e-01
## [264,] -5.550127e-01
## [265,] -9.556633e-01
## [266,] -1.771301e+00
## [267,] -4.579645e-01
## [268,] -3.838625e-01
## [269,]  1.785000e+00
## [270,]  7.442512e-01
## [271,]  3.906670e-01
## [272,] -2.151795e-01
## [273,]  6.779595e-01
## [274,]  3.265382e-01
## [275,] -4.098757e-01
## [276,]  4.897712e-01
## [277,]  1.581100e+00
## [278,] -1.198592e+00
## [279,] -4.990533e-01
## [280,] -1.876666e-01
## [281,]  1.605475e-02
## [282,]  1.785000e+00
## [283,]  7.859777e-02
## [284,]  2.055691e-01
## [285,]  4.274754e-01
## [286,]  4.252075e-01
## [287,]  2.941337e-01
## [288,]  6.132810e-01
## [289,] -7.078144e-01
## [290,]  5.424857e-01
## [291,]  1.108823e+00
## [292,]  2.145085e-01
## [293,]  7.859777e-02
## [294,]  2.517507e-01
## [295,]  4.722294e-02
## [296,]  3.613920e-01
## [297,] -2.022834e-01
## [298,] -1.510385e+00
## [299,] -7.008960e-01
## [300,] -1.023464e-01
## [301,]  1.314953e+00
## [302,]  9.168257e-01
## [303,]  4.704230e-01
## [304,] -1.267310e+00
## [305,]  1.785000e+00
## [306,]  4.145822e-01
## [307,] -2.446690e-01
## [308,]  1.743712e-01
## [309,]  1.785000e+00
## [310,] -4.973748e-01
## [311,]  1.605475e-02
## [312,]  1.785000e+00
## [313,]  1.370944e-01
## [314,] -9.703537e-02
## [315,] -1.262013e+00
## [316,] -9.054963e-01
## [317,]  1.605475e-02
## [318,] -2.664688e-01
## [319,] -5.955045e-01
## [320,] -1.267462e+00
## [321,]  7.859777e-02
## [322,]  7.303312e-01
## [323,]  2.469565e-01
## [324,] -1.257496e+00
## [325,]  1.040122e+00
## [326,]  1.193055e-02
## [327,] -7.485612e-02
## [328,] -2.156223e-01
## [329,] -8.019013e-01
## [330,]  7.011122e-01
## [331,]  9.911878e-01
## [332,] -1.906491e-01
## [333,]  1.244804e+00
## [334,] -9.671031e-01
## [335,]  1.314953e+00
## [336,]  1.312976e+00
## [337,]  1.100480e+00
## [338,]  1.605475e-02
## [339,]  1.370944e-01
## [340,] -8.318079e-01
## [341,] -8.565611e-01
## [342,] -4.642858e-01
## [343,] -2.725018e-01
## [344,]  1.785000e+00
## [345,]  1.785000e+00
## [346,] -1.178035e+00
## [347,] -1.613731e-01
## [348,] -5.102411e-01
## [349,]  6.460601e-01
## [350,]  1.312976e+00
## [351,] -4.440688e-01
## [352,] -9.524601e-01
## [353,] -1.651511e-02
## [354,] -1.145837e+00
## [355,] -7.853099e-01
## [356,]  7.162307e-01
## [357,] -1.064105e+00
## [358,] -4.350229e-01
## [359,] -9.752184e-01
## [360,] -2.254995e-01
## [361,] -5.924435e-01
## [362,] -4.835807e-01
## [363,] -4.497770e-01
## [364,] -1.625254e+00
## [365,] -4.791591e-01
## [366,]  1.785000e+00
## [367,] -2.469172e-01
## [368,] -2.404819e-01
## [369,] -1.699583e+00
## [370,]  5.100853e-01
## [371,]  2.130730e-01
## [372,]  1.785000e+00
## [373,] -1.433883e+00
## [374,] -3.415453e-01
## [375,] -9.552651e-01
## [376,]  3.029690e-01
## [377,] -1.100015e+00
## [378,]  1.581100e+00
## [379,] -2.475513e-01
## [380,] -1.207177e+00
## [381,]  7.859777e-02
## [382,]  1.785000e+00
## [383,]  7.859777e-02
## [384,] -2.019331e-01
## [385,] -2.409264e-01
## [386,] -9.020961e-01
## [387,] -1.588257e+00
## [388,]  1.296450e-01
## [389,]  1.122560e+00
## [390,]  1.312976e+00
## [391,]  2.489546e-01
## [392,] -7.441865e-01
## [393,] -1.815908e-01
## [394,] -1.058726e+00
## [395,] -1.203509e+00
## [396,] -1.207752e+00
## [397,]  1.785000e+00
## [398,] -8.434682e-01
## [399,]  3.203618e-01
## [400,] -1.501372e-01
## [401,] -7.127711e-01
## [402,] -8.019013e-01
## [403,] -1.120883e-01
## [404,] -1.785510e+00
## [405,] -4.982107e-01
## [406,] -5.616012e-01
## [407,] -6.262200e-01
## [408,]  5.585834e-01
## [409,] -9.288339e-01
## [410,] -1.107477e+00
## [411,] -5.547330e-01
## [412,] -6.284390e-01
## [413,] -7.276824e-01
## [414,] -8.021996e-01
## [415,] -5.611836e-01
## [416,]  1.018546e+00
## [417,] -2.192188e+00
## [418,]  3.256083e-01
## [419,]  1.370944e-01
## [420,] -1.008896e-01
## [421,]  1.479736e-01
## [422,] -5.214047e-02
## [423,] -2.710518e-01
## [424,]  4.840821e-01
## [425,] -1.158960e+00
## [426,]  7.938646e-01
## [427,]  2.748404e-01
## [428,]  1.785000e+00
## [429,] -1.005175e-01
## [430,] -1.178643e+00
## [431,]  9.040213e-01
## [432,] -1.088932e+00
## [433,]  8.805347e-01
## [434,]  1.161620e+00
## [435,]  1.785000e+00
## [436,] -3.831043e-02
## [437,] -1.313627e+00
## [438,]  6.126662e-01
## [439,] -9.695178e-01
## [440,] -2.352480e-01
## [441,] -3.252898e-01
## [442,]  8.628547e-01
## [443,]  3.145593e-01
## [444,]  1.312976e+00
## [445,]  1.037188e-02
## [446,] -8.276411e-01
## [447,] -1.887414e-01
## [448,] -1.523654e+00
## [449,]  5.097355e-01
## [450,] -3.869655e-02
## [451,]  2.645422e-01
## [452,] -1.570061e+00
## [453,] -8.374339e-01
## [454,] -4.953159e-01
## [455,]  1.314953e+00
## [456,]  2.124333e-01
## [457,]  8.712702e-01
## [458,] -1.187167e+00
## [459,]  1.568259e+00
## [460,] -1.235228e+00
## [461,]  1.243814e+00
## [462,]  6.049550e-01
## [463,] -1.708384e+00
## [464,] -1.332988e+00
## [465,]  1.025367e-01
## [466,] -7.788632e-01
## [467,] -5.547330e-01
## [468,]  1.785000e+00
## [469,] -9.170431e-01
## [470,] -9.624592e-01
## [471,]  1.605475e-02
## [472,]  1.785000e+00
## [473,] -2.194055e+00
## [474,]  1.785000e+00
## [475,] -9.542487e-02
## [476,] -1.696777e-01
## [477,]  1.068872e+00
## [478,] -9.666245e-02
## [479,]  8.289477e-02
## [480,] -5.060135e-01
## [481,]  2.323913e-01
## [482,] -3.252898e-01
## [483,]  1.785000e+00
## [484,] -6.106255e-01
## [485,] -1.869954e-01
## [486,]  1.785000e+00
## [487,]  4.258764e-01
## [488,]  8.826804e-01
## [489,] -3.679302e-01
## [490,] -9.685213e-01
## [491,] -8.763931e-02
## [492,]  1.581100e+00
## [493,] -1.475420e-01
## [494,]  5.902172e-01
## [495,]  3.029690e-01
## [496,]  4.541249e-01
## [497,]  1.153773e+00
## [498,]  2.390382e-01
## [499,] -1.305141e+00
## [500,] -1.417441e+00
## [501,]  1.481546e-01
## [502,] -3.329919e-01
## [503,]  1.417560e+00
## [504,] -7.286461e-01
## [505,]  1.581100e+00
## [506,] -1.603291e+00
## [507,]  1.375248e-01
## [508,] -1.310514e-01
## [509,] -1.533272e+00
## [510,]  1.244804e+00
## [511,] -7.253695e-01
## [512,] -1.103960e+00
## [513,]  1.581100e+00
## [514,] -1.327760e+00
## [515,]  1.243814e+00
## [516,]  1.785000e+00
## [517,]  7.072010e-01
## [518,]  1.040122e+00
## [519,]  1.739749e-01
## [520,]  1.605475e-02
## [521,] -2.892304e-01
## [522,] -6.096321e-01
## [523,] -2.969348e-01
## [524,] -2.674446e-01
## [525,]  1.059917e+00
## [526,]  7.859777e-02
## [527,] -1.061713e+00
## [528,] -1.440621e+00
## [529,] -2.062534e-01
## [530,] -8.375193e-01
## [531,]  5.520723e-02
## [532,]  1.314953e+00
## [533,] -1.161908e+00
## [534,] -1.007177e+00
## [535,] -5.918237e-01
## [536,] -6.748006e-01
## [537,]  1.785000e+00
## [538,] -8.215890e-01
## [539,] -9.185746e-01
## [540,] -2.607981e-01
## [541,]  8.017582e-01
## [542,] -1.454325e+00
## [543,]  3.467858e-01
## [544,] -2.423533e+00
## [545,]  1.209641e+00
## [546,] -1.279769e-01
## [547,]  5.313835e-01
## [548,] -7.290888e-01
## [549,] -8.575315e-01
## [550,]  2.055691e-01
## [551,]  1.209641e+00
## [552,]  1.785000e+00
## [553,]  3.365617e-01
## [554,] -6.903813e-01
## [555,] -1.822642e-01
## [556,]  1.568259e+00
## [557,] -5.427824e-01
## [558,]  1.040122e+00
## [559,]  6.966905e-01
## [560,] -1.347156e+00
## [561,]  5.629400e-01
## [562,] -6.237734e-01
## [563,] -1.093387e+00
## [564,]  1.785000e+00
## [565,] -1.479038e-01
## [566,] -1.964891e+00
## [567,] -2.322247e-03
## [568,]  7.442512e-01
## [569,]  7.901251e-02
## [570,] -2.828050e-01
## [571,]  1.377875e+00
## [572,] -5.214047e-02
## [573,]  1.070569e-01
## [574,] -7.456311e-01
## [575,] -3.628440e-01
## [576,] -3.961198e-01
## [577,] -1.220469e+00
## [578,] -1.469530e+00
## [579,]  1.122560e+00
## [580,]  4.698802e-01
## [581,] -8.360834e-01
## [582,] -1.270323e+00
## [583,] -7.126746e-02
## [584,]  1.096113e+00
## [585,]  1.096849e-02
## [586,]  1.785000e+00
## [587,] -9.350397e-01
## [588,] -2.694745e-01
## [589,]  1.785000e+00
## [590,]  9.602958e-01
## [591,]  2.919125e-01
## [592,] -6.344701e-01
## [593,]  1.417560e+00
## [594,]  1.091307e+00
## [595,]  1.568259e+00
## [596,]  1.675371e-01
## [597,]  7.859777e-02
## [598,] -1.530571e-01
## [599,]  3.790714e-02
## [600,] -6.220246e-01
## [601,]  1.326482e-01
## [602,]  3.964352e-01
## [603,] -5.214047e-02
## [604,]  2.308728e-01
## [605,] -3.831043e-02
## [606,]  1.039273e+00
## [607,] -1.864942e-01
## [608,] -9.132613e-01
## [609,]  1.896430e-01
## [610,] -2.878568e-01
## [611,] -3.702049e-01
## [612,] -1.436316e+00
## [613,]  5.892618e-02
## [614,]  1.785000e+00
## [615,]  3.492929e-01
## [616,] -4.781717e-05
## [617,] -1.270305e+00
## [618,]  8.365518e-01
## [619,] -4.228093e-01
## [620,]  2.045271e-01
## [621,]  1.785000e+00
## [622,]  1.416442e+00
## [623,] -2.501017e-01
## [624,] -1.090464e+00
## [625,]  3.086878e-01
## [626,]  8.808589e-02
## [627,] -9.362173e-01
## [628,] -1.369931e+00
## [629,] -6.997387e-01
## [630,]  1.581100e+00
## [631,] -6.186144e-01
## [632,] -9.765802e-01
## [633,]  1.037661e+00
## [634,] -7.330745e-01
## [635,]  2.403727e-01
## [636,]  1.121656e+00
## [637,] -1.723892e+00
## [638,]  1.040122e+00
## [639,] -1.748407e+00
## [640,]  1.681285e-02
## [641,]  1.785000e+00
## [642,] -1.761451e+00
## [643,]  1.785000e+00
## [644,]  4.548841e-01
## [645,] -7.199469e-01
## [646,]  1.785000e+00
## [647,] -6.031042e-01
## [648,]  1.568259e+00
## [649,] -4.413321e-01
## [650,] -8.341655e-02
## [651,]  7.407762e-01
## [652,] -3.961198e-01
## [653,]  1.254094e+00
## [654,] -1.222841e+00
## [655,]  7.011122e-01
## [656,] -6.547724e-02
## [657,] -6.450029e-01
## [658,]  1.785000e+00
## [659,]  7.859777e-02
## [660,]  2.474191e-01
## [661,] -1.696777e-01
## [662,]  4.704230e-01
## [663,] -8.582675e-01
## [664,]  6.064118e-01
## [665,]  1.059917e+00
## [666,] -6.662803e-01
## [667,] -8.796570e-01
## [668,] -1.215088e+00
## [669,]  4.762792e-01
## [670,]  3.894303e-01
## [671,]  1.108823e+00
## [672,]  1.244804e+00
## [673,] -1.378453e+00
## [674,]  1.209641e+00
## [675,] -1.284371e+00
## [676,]  2.098260e-01
## [677,] -4.870548e-01
## [678,] -6.466641e-01
## [679,] -6.751537e-01
## [680,]  1.581100e+00
## [681,]  1.785000e+00
## [682,]  8.552294e-01
## [683,]  1.793812e-01
## [684,]  1.239942e+00
## [685,]  1.219667e+00
## [686,] -5.291967e-01
## [687,] -1.696777e-01
## [688,] -1.654476e-01
## [689,]  1.785000e+00
## [690,] -1.285049e-01
## [691,] -9.981058e-02
## [692,] -4.008578e-01
## [693,] -3.941985e-01
## [694,]  1.568259e+00
## [695,] -1.100218e-01
## [696,]  1.785000e+00
## [697,]  1.122560e+00
## [698,]  9.868704e-02
## [699,] -6.475526e-01
## [700,]  8.805347e-01
## [701,] -1.576155e+00
## [702,] -4.817257e-02
## [703,] -2.909965e-01
## [704,] -4.528734e-01
## [705,] -7.279296e-01
## [706,] -1.015507e+00
## [707,] -2.682103e-01
## [708,] -6.958817e-01
## [709,]  6.049550e-01
## [710,] -2.675708e-01
## [711,] -1.087134e+00
## [712,] -8.744258e-02
## [713,] -9.719186e-01
## [714,]  1.417560e+00
## [715,]  3.965388e-02
## [716,]  8.487553e-01
## [717,] -1.571451e-01
## [718,] -1.991721e+00
## [719,] -1.571451e-01
## [720,] -2.175448e+00
## [721,] -7.652011e-01
## [722,]  1.785000e+00
## [723,]  1.785000e+00
## [724,] -1.118084e+00
## [725,] -8.256987e-01
## [726,] -5.484720e-01
## [727,] -1.913189e-01
## [728,] -3.442614e-01
## [729,]  1.122560e+00
## [730,]  6.842291e-02
## [731,] -3.409341e-01
## [732,]  1.785000e+00
## [733,] -5.013972e-01
## [734,] -1.108703e+00
## [735,]  4.155718e-01
## [736,]  1.244804e+00
## [737,] -2.120728e-01
## [738,] -5.306615e-02
## [739,] -6.369667e-01
## [740,]  7.468084e-01
## [741,]  4.324604e-01
## [742,]  1.605475e-02
## [743,]  1.605475e-02
## [744,] -9.401540e-01
## [745,] -1.777879e+00
## [746,]  7.094344e-01
## [747,]  1.785000e+00
## [748,] -1.317453e-01
## [749,]  1.581100e+00
## [750,]  1.232864e-02
## [751,] -1.906491e-01
## [752,] -1.518684e+00
## [753,]  8.104948e-01
## [754,] -5.511349e-01
## [755,] -8.353264e-01
## [756,] -3.565418e-01
## [757,]  7.944940e-01
## [758,]  2.911854e-01
## [759,] -7.144737e-01
## [760,]  1.785000e+00
## [761,]  1.568259e+00
## [762,]  1.375248e-01
## [763,] -7.101824e-01
## [764,]  3.911273e-01
## [765,]  1.375248e-01
## [766,] -9.194401e-01
## [767,]  9.819412e-01
## [768,] -2.507480e-01
## [769,] -7.279296e-01
## [770,] -5.639512e-01
## [771,]  1.039273e+00
## [772,]  1.581100e+00
## [773,]  2.658805e-01
## [774,]  1.084397e-01
## [775,]  2.489546e-01
## [776,]  1.416442e+00
## [777,] -4.531300e-01
## [778,]  2.274686e-01
## [779,]  7.401058e-01
## [780,]  6.460601e-01
## [781,]  3.831158e-02
## [782,]  1.785000e+00
## [783,] -9.345561e-01
## [784,]  1.059917e+00
## [785,]  5.773657e-01
## [786,]  1.209641e+00
## [787,] -3.326684e-01
## [788,]  1.099591e+00
## [789,]  7.078541e-01
## [790,] -3.666089e-01
## [791,]  4.399264e-01
## [792,]  1.417560e+00
## [793,]  1.108823e+00
## [794,]  7.859777e-02
## [795,]  1.100480e+00
## [796,] -7.491696e-01
## [797,]  8.805347e-01
## [798,]  1.581100e+00
## [799,]  1.785000e+00
## [800,] -4.693379e-01
## [801,] -9.666245e-02
## [802,]  4.778634e-01
## [803,]  1.314953e+00
## [804,] -1.019747e-01
## [805,] -9.249584e-01
## [806,]  8.125520e-01
## [807,]  7.832299e-01
## [808,] -5.422466e-01
## [809,] -3.662922e-01
## [810,] -5.290778e-01
## [811,] -3.050279e-01
## [812,]  1.785000e+00
## [813,] -1.688318e+00
## [814,]  1.037661e+00
## [815,]  2.302900e-01
## [816,]  2.328494e-01
## [817,]  9.070164e-01
## [818,] -1.232121e+00
## [819,]  1.416442e+00
## [820,] -7.253695e-01
## [821,] -1.496835e+00
## [822,]  3.100361e-01
## [823,] -1.317453e-01
## [824,]  7.407762e-01
## [825,]  3.894303e-01
## [826,] -5.294813e-01
## [827,]  6.040607e-01
## [828,] -4.639884e-01
## [829,] -1.270305e+00
## [830,] -3.892450e-01
## [831,]  7.227966e-02
## [832,] -5.263333e-01
## [833,] -9.528500e-01
## [834,] -3.341234e-02
## [835,]  3.265873e-01
## [836,] -6.822787e-01
## [837,] -8.705501e-01
## [838,]  1.389184e+00
## [839,]  1.171163e-01
## [840,] -1.347506e+00
## [841,]  6.049550e-01
## [842,] -1.113593e+00
## [843,]  1.039273e+00
## [844,] -4.438399e-01
## [845,] -9.554536e-01
## [846,]  8.762633e-02
## [847,]  1.153773e+00
## [848,] -1.234781e+00
## [849,]  9.819412e-01
## [850,] -3.869655e-02
## [851,]  4.565882e-01
## [852,]  6.460601e-01
## [853,] -1.100218e-01
## [854,]  1.568259e+00
## [855,]  4.517797e-02
## [856,]  1.045129e-01
## [857,] -2.940968e-01
## [858,] -1.013443e+00
## [859,] -1.043025e+00
## [860,] -4.330538e-01
## [861,] -9.652150e-01
## [862,]  5.479856e-02
## [863,] -1.395968e+00
## [864,]  7.859777e-02
## [865,]  4.760535e-01
## [866,]  1.400582e+00
## [867,] -3.385347e-01
## [868,] -3.002683e-02
## [869,]  1.417560e+00
## [870,] -9.632699e-02
## [871,] -1.765147e-01
## [872,] -6.088627e-01
## [873,]  8.552294e-01
## [874,] -8.397922e-01
## [875,] -3.185490e-01
## [876,]  6.825448e-01
## [877,] -3.858088e-01
## [878,] -8.175355e-01
## [879,] -2.022834e-01
## [880,] -1.519600e+00
## [881,]  3.522763e-01
## [882,]  7.644439e-01
## [883,]  1.605475e-02
## [884,]  9.827534e-01
## [885,]  7.637607e-01
## [886,] -2.156223e-01
## [887,]  1.785000e+00
## [888,] -1.073345e+00
## [889,]  5.241430e-01
## [890,] -3.524676e-01
## [891,]  6.905129e-02
## [892,]  1.785000e+00
## [893,]  7.394357e-01
## [894,]  1.854870e-01
## [895,]  7.944940e-01
## [896,]  5.834792e-01
## [897,]  2.302900e-01
## [898,] -4.419523e-02
## [899,]  1.389184e+00
## [900,]  1.785000e+00
## [901,]  1.631670e-01
## [902,] -1.257067e+00
## [903,] -1.231740e+00
## [904,]  1.899213e-01
## [905,] -1.311315e+00
## [906,] -3.371425e-01
## [907,]  1.785000e+00
## [908,]  1.785000e+00
## [909,]  1.785000e+00
## [910,] -8.292021e-01
## [911,] -2.898615e-01
## [912,] -8.536100e-01
## [913,]  1.785000e+00
## [914,]  7.303312e-01
## [915,] -1.913189e-01
## [916,] -6.224248e-01
## [917,] -2.696563e+00
## [918,] -6.510191e-01
## [919,] -2.151795e-01
## [920,]  1.416442e+00
## [921,] -5.771364e-01
## [922,] -7.681659e-02
## [923,]  5.098320e-02
## [924,]  5.029022e-01
## [925,]  6.767484e-01
## [926,]  4.412100e-01
## [927,] -1.125737e+00
## [928,] -1.213564e+00
## [929,]  2.261456e-01
## [930,] -7.410372e-01
## [931,] -1.088740e+00
## [932,]  6.842291e-02
## [933,] -3.990229e-01
## [934,]  3.239910e-01
## [935,]  1.091307e+00
## [936,]  6.064118e-01
## [937,]  1.377875e+00
## [938,]  3.523185e-01
## [939,]  1.389184e+00
## [940,]  2.173067e-01
## [941,]  7.722283e-02
## [942,]  1.581100e+00
## [943,]  6.352692e-01
## [944,]  1.605475e-02
## [945,]  1.785000e+00
## [946,] -2.872249e-01
## [947,] -1.476065e+00
## [948,] -1.443085e+00
## [949,] -5.815987e-01
## [950,]  1.605475e-02
## [951,]  1.785000e+00
## [952,] -6.748006e-01
## [953,]  3.913445e-02
## [954,]  3.894303e-01
## [955,]  9.819412e-01
## [956,]  5.520723e-02
## [957,] -6.750316e-01
## [958,]  5.585834e-01
## [959,] -1.576485e+00
## [960,] -6.534601e-01
mirt::itemfit(DGS_IRT_2)
##     item    S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_10 121.721      52      0.037  0.000
## 2 DGS_26  82.224      65      0.017  0.073
## 3 DGS_41 122.963      72      0.027  0.000
## 4 DGS_54  96.003      79      0.015  0.094
## 5 DGS_57  84.020      61      0.020  0.027
## 6 DGS_69 121.542      66      0.030  0.000
## 7 DGS_72 198.588      82      0.039  0.000
mirt::personfit(DGS_IRT_2)
##         outfit     z.outfit      infit       z.infit           Zh
## 1   0.35892558 -1.254434697 0.33618470 -1.2801609137  0.698091280
## 2   0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 3   0.77071655 -0.219585782 0.56011254 -0.6583555347  0.268189721
## 4   2.49510128  2.007151874 3.01247543  2.4222611112 -2.791101588
## 5   0.66105549 -0.585946623 0.77800799 -0.2903127842  0.425834637
## 6   0.39498841 -1.148073272 0.50331712 -0.8128758428  0.930155199
## 7   0.20341198 -1.870288813 0.23627067 -1.6348466315  1.393990821
## 8   1.40196757  0.778265224 1.68872662  1.0397502348 -0.464933484
## 9   0.23981591 -0.407317157 0.26219369 -0.8184172896  0.992282307
## 10  0.26298091 -1.808356514 0.21042261 -2.0669992105  0.782716762
## 11  1.38050344  0.756441486 1.41472528  0.7572485946 -0.444087562
## 12  1.98488726  1.500452470 1.77005683  1.1822971542 -1.345025014
## 13  1.32316664  0.675011259 2.38961846  1.6485466045 -0.301399390
## 14  0.93222545  0.079574263 0.72279240 -0.2547433405 -0.034535533
## 15  0.70105127 -0.418272215 0.88288739 -0.0364209882  0.815074143
## 16  1.65732292  1.118973370 1.93519561  1.3184270377 -1.019460574
## 17  0.82120899 -0.112327027 0.79090010 -0.0983695313  0.659510902
## 18  1.00288815  0.204862018 0.72726852 -0.2189327661  0.157608700
## 19  0.74534010 -0.281595800 0.81106565 -0.1423351211  0.486790014
## 20  0.98280456  0.123045284 1.18187210  0.5202909265  0.035744708
## 21  1.10629825  0.370798231 1.06453322  0.3051348567 -0.329307912
## 22  0.63092460 -0.533804279 0.54385564 -0.7324735073  0.219900357
## 23  0.74930116 -0.304519230 0.63546527 -0.5675065465  0.488589724
## 24  0.57396917 -0.649578854 0.49693898 -0.7973238410  0.218331229
## 25  1.44746832  0.858370654 1.34172669  0.7032152213 -1.494555466
## 26  0.45884070 -1.278214008 0.54499866 -1.0059441192  0.697007057
## 27  0.27390159 -1.718243018 0.27959488 -1.7028841646  1.076828403
## 28  0.89401527  0.034677516 1.28430958  0.6034987521  0.259337962
## 29  0.81038504 -0.126969938 1.13507228  0.4179975034  0.044063862
## 30  0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 31  0.58460106 -0.200988747 0.70994445 -0.0880894533  0.336252241
## 32  1.20281219  0.507011693 1.36853637  0.6754001082 -0.003225554
## 33  0.73503817 -0.163441698 0.79488485 -0.0251721582  0.119402411
## 34  0.28320845 -1.531177075 0.35285989 -1.1906253536  1.153290246
## 35  1.83804510  1.339096041 1.64984406  1.0584880966 -1.402347255
## 36  0.54045353 -0.744740348 0.42188040 -0.9372353299  0.547927984
## 37  0.33376168 -1.357672647 0.27402753 -1.4186084154  1.146831044
## 38  0.40128587 -1.126781110 0.56419115 -0.6135718101  0.981391768
## 39  1.93382572  1.435783595 1.97247882  1.4507979701 -1.354889430
## 40  0.35133239 -1.393492403 0.29972536 -1.5957821263  0.564967341
## 41  0.19598588 -1.907892134 0.25263291 -1.5945291338  1.357179263
## 42  0.81925356 -0.142197665 0.69355167 -0.3998733492  0.310329246
## 43  1.69789593  1.307267750 1.52546291  1.0479969104 -1.729352889
## 44  0.38271317 -0.900255404 0.32725084 -0.9431365134  0.902785348
## 45  0.50347165 -0.866468380 0.55831569 -0.7131145899  0.645952619
## 46  0.27534068 -1.555925064 0.26222710 -1.3791666293  0.987125872
## 47  1.05773198  0.293847439 1.12388803  0.3988643803 -0.015520367
## 48  3.29592404  2.675707225 2.80448315  2.1069524426 -2.890912287
## 49  0.81870789 -0.129244313 1.35055030  0.7253397486  0.218214468
## 50  0.64578333 -0.462103456 0.61556900 -0.4132394140  0.288139863
## 51  2.24199628  1.835249733 1.67943174  1.1959992423 -1.416197327
## 52  0.42781938 -0.564799941 0.38340848 -0.7029292821  0.862508414
## 53  0.47520670 -0.212166910 0.60006841 -0.2153011737  0.738423674
## 54  0.47452464 -1.147335076 0.49816963 -1.0399719073  1.421030105
## 55  0.19209240 -1.927918704 0.21234382 -1.7307512802  1.397999482
## 56  0.97903356  0.219042287 1.70309631  1.0027649573  0.065078256
## 57  0.11065207 -2.843087698 0.14165424 -2.5688962856  1.339660900
## 58  0.73687030 -0.347687055 0.74354093 -0.3353245651  0.608302925
## 59  0.21117328 -1.848228375 0.21543759 -1.7875792295  0.891154466
## 60  0.29184715 -1.519222132 0.24399547 -1.6855527215  0.824034864
## 61  0.85633674 -0.058673804 0.97943578  0.1657527632  0.225881457
## 62  0.37679191 -1.395551029 0.44542373 -1.1550578418  1.399339612
## 63  0.79772492 -0.203508053 0.78986139 -0.2220975890  0.381821234
## 64  0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 65  0.96998385  0.146826131 1.21149510  0.5238955247 -0.142767390
## 66  0.26115176 -2.013797574 0.23629533 -2.0785490246  1.589192609
## 67  0.17438289 -2.316732459 0.17823180 -2.2847168011  1.548172445
## 68  0.37116653 -0.582870647 0.35583220 -0.7302073779  0.765441255
## 69  1.38008308  0.771014316 0.99812559  0.2087229598 -0.402130377
## 70  1.56274084  0.981921541 1.56260730  0.9167796171 -0.625232221
## 71  0.55796790 -0.537111860 0.45747994 -0.6530359353  0.735334492
## 72  0.91393100  0.036878764 0.66280031 -0.4740187463  0.475819189
## 73  0.60222258 -0.242842861 0.71598469 -0.0976093140  0.399766982
## 74  0.59835389 -0.606431672 0.56334982 -0.6772123798  0.999501347
## 75  1.06331771  0.317616437 1.24803525  0.5564534463 -0.208328661
## 76  0.81045038 -0.142427507 0.59435050 -0.5503136993 -0.030303475
## 77  1.10111302  0.362615436 0.91035870  0.0746592975 -0.017077302
## 78  0.44783474 -0.872108754 0.35261190 -0.9622325568  0.770253249
## 79  2.67737128  1.842405989 5.56837504  3.2303950520 -1.617132362
## 80  0.44206591 -1.043495962 0.50989100 -0.8416763910  1.125732924
## 81  0.46929109 -0.927629643 0.73584562 -0.2793061951  0.798495203
## 82  0.34842353 -1.307757089 0.28613119 -1.3645277260  1.145187255
## 83  0.60346627 -0.616106841 0.65253173 -0.4947206018  0.878791978
## 84  0.96610443  0.141653334 0.60063482 -0.5564687057 -0.295974474
## 85  0.41098170 -1.094274939 0.40545994 -1.0297544162  1.342133217
## 86  0.94742269  0.124553049 1.07682593  0.3429773514  0.100191713
## 87  1.43061089  0.933772220 1.46986077  0.9786946465 -1.643777589
## 88  1.00457362  0.198981074 0.82171231 -0.1384800438 -0.150439101
## 89  2.04869682  1.646243136 2.12130776  1.7323386264 -2.526691017
## 90  0.40109906 -0.523970932 0.37390841 -0.6894107530  0.794092282
## 91  0.31190774 -1.420351726 0.35467242 -1.2296954311  0.860880817
## 92  0.15108116 -2.435456311 0.13597260 -2.5367537644  1.297682346
## 93  2.05309426  1.520580062 3.91089105  2.6891913220 -1.563282403
## 94  0.41756063 -1.071705354 0.47103430 -0.8845905504  0.815564935
## 95  2.18785570  1.652995941 4.01374054  2.7482559362 -1.912685689
## 96  1.67692656  1.196169213 1.77421290  1.3207069388 -1.508443076
## 97  0.06933937 -2.946052335 0.06578712 -2.9891415802  1.597532885
## 98  0.87728028 -0.040584528 0.82639674 -0.1426112523  0.374137148
## 99  0.53349401 -0.541280518 0.65258838 -0.2521516679  0.424806004
## 100 1.80938678  1.303238054 1.64486523  1.0376602731 -0.968834097
## 101 1.28174360  0.699996993 1.44326573  0.9731071855 -0.281828335
## 102 0.45077907 -0.972568558 0.51957807 -0.7498692823  0.877333838
## 103 1.83189141  1.524724681 1.84098161  1.5056020585 -1.952253414
## 104 0.46393518 -1.072933801 0.41980230 -1.2159177980  0.883807664
## 105 0.73744653 -0.357384070 0.79293642 -0.2348054778  0.181481811
## 106 0.32391015 -1.407785612 0.35965664 -1.2625528861  0.996597520
## 107 0.45946924 -0.054468456 0.61112290 -0.1572959629  0.550065483
## 108 0.39663471 -1.283760167 0.38887695 -1.3143668145  1.315377401
## 109 0.41284323 -1.401946279 0.40067837 -1.4009954669  1.106616208
## 110 1.73192682  1.156409027 1.72928404  1.0720820138 -1.124723069
## 111 0.84241469 -0.092470528 0.90577423  0.0301635845  0.374885740
## 112 0.89220887 -0.025875142 1.01277804  0.2038223697  0.477463149
## 113 0.90754616 -0.011572570 0.83956542 -0.1494868494  0.166139848
## 114 0.56427960 -0.673571697 0.84116814 -0.0624919005  0.938756213
## 115 0.08872343 -3.060618334 0.07929672 -3.1072384832  1.163484981
## 116 0.75545422 -0.249497536 1.44639300  0.8442528764  0.464374429
## 117 0.44532104 -1.000974588 0.62889646 -0.5135345725  0.992765647
## 118 0.65816312 -0.613587767 0.72563042 -0.4231202385  0.610429869
## 119 0.42781938 -0.564799941 0.38340848 -0.7029292821  0.862508414
## 120 0.50452996 -0.683383678 0.59743614 -0.3823247855  0.544293621
## 121 0.24688210 -1.692694794 0.18255670 -1.8111951083  1.012907981
## 122 0.44511800 -0.941006512 0.58255017 -0.4686164726  0.970351689
## 123 0.47491249 -0.922533190 0.52933049 -0.7594322076  0.945954324
## 124 0.87799788 -0.017614769 0.75125316 -0.2519793390  0.463222957
## 125 0.45946924 -0.054468456 0.61112290 -0.1572959629  0.550065483
## 126 0.06933937 -2.946052335 0.06578712 -2.9891415802  1.597532885
## 127 0.38462449 -1.281023619 0.42991366 -1.1389672927  1.141536035
## 128 1.25751626  0.598646401 1.32198245  0.6739983106 -0.505259342
## 129 0.63883522 -0.497694482 0.73068887 -0.2745504732  0.538158472
## 130 2.94473919  2.756327013 2.46250083  2.2183024954 -6.303137193
## 131 1.20281219  0.507011693 1.36853637  0.6754001082 -0.003225554
## 132 0.25949235 -1.526658071 0.19824253 -1.5212172616  0.892203955
## 133 4.05662398  3.217235724 3.22417456  2.4155788007 -3.406135627
## 134 0.37652583 -1.354586292 0.38428038 -1.3312001304  0.832666296
## 135 0.46083528 -1.018469649 0.50537355 -0.8912669981  1.255959456
## 136 0.41672554 -1.290375209 0.54013557 -0.8867283910  0.747331981
## 137 1.01082039  0.205988354 0.95058206  0.0961643465 -0.861764446
## 138 0.53059423 -0.867126806 0.49680385 -0.9676588636  0.733042288
## 139 1.07041503  0.326142176 1.20212027  0.5031543474 -0.565984017
## 140 0.64910339 -0.470473682 0.87854807  0.0395766436  0.162238680
## 141 0.12820309 -2.290747839 0.10763487 -2.3433153252  1.248075473
## 142 0.15199630 -2.157547601 0.15510854 -1.9820721432  1.526641155
## 143 0.30383163 -1.800382630 0.31616105 -1.6977250740  1.512405915
## 144 0.59477403 -0.501764469 0.68553328 -0.2326633180  0.684749605
## 145 0.56427960 -0.673571697 0.84116814 -0.0624919005  0.938756213
## 146 0.85582722 -0.056407197 1.05535096  0.2921998146 -0.057851903
## 147 0.13956496 -2.221254059 0.20006596 -1.7860623946  1.502004771
## 148 0.70439145 -0.357984831 0.58781292 -0.5073479269  0.259203532
## 149 1.30477774  0.678696154 1.20551888  0.5284638262 -0.450351394
## 150 0.17438289 -2.316732459 0.17823180 -2.2847168011  1.548172445
## 151 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 152 0.79262096 -0.277606799 0.59870869 -0.7466616732  0.255447072
## 153 0.43053874 -1.116160225 0.49020077 -0.9407840095  1.037949192
## 154 0.54624649 -0.720747697 0.79137678 -0.1659891033  0.662290832
## 155 0.29178044 -1.494366890 0.28887169 -1.4201752026  1.265764322
## 156 0.70383011 -0.246471190 0.78055408 -0.0585863446  0.252305291
## 157 1.55944734  1.005761295 1.18511780  0.4907763291 -0.810289585
## 158 0.42220029 -1.055625501 0.45392852 -0.9122628884  1.247232901
## 159 0.25965432 -1.592261074 0.20958370 -1.5439587225  1.284670780
## 160 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 161 0.13076574 -2.625571979 0.13010030 -2.6142045652  1.411132012
## 162 0.72306593 -0.314331836 0.78977078 -0.1110905228  0.506439930
## 163 0.79223117 -0.273354599 0.87886162 -0.0724632265  0.577403168
## 164 1.77425169  1.400700205 1.87553382  1.5158403234 -1.141713706
## 165 0.64158154 -0.599618937 0.77879377 -0.2724992278  0.678580657
## 166 0.67761137 -0.472517895 0.79126599 -0.2232193181  0.773213516
## 167 0.53105159 -0.395282143 0.64801879 -0.2118094294  0.640192088
## 168 2.68940883  2.403474332 2.69704735  2.3980361395 -2.667627779
## 169 1.43488865  0.836972363 1.65496736  1.0298089461 -0.406002932
## 170 0.32732696 -1.584506356 0.35328985 -1.4762117291  1.248619557
## 171 0.72479828 -0.311267825 0.52312128 -0.6394232170  0.634964848
## 172 0.17278093 -2.225301783 0.18658794 -2.1573791558  0.833370330
## 173 1.60525159  1.058916416 1.21297739  0.5270614051 -1.328749888
## 174 0.42779620 -1.054749214 0.42635608 -0.9238626330  1.319561266
## 175 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 176 0.44206591 -1.043495962 0.50989100 -0.8416763910  1.125732924
## 177 0.09178940 -2.575274076 0.12125909 -2.1813548434  1.635267509
## 178 0.98863884  0.237370627 0.97934879  0.2383491626  0.127537505
## 179 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 180 1.06547994  0.299848059 1.01074204  0.2020589528  0.120236915
## 181 0.44129845 -1.012763049 0.40871019 -1.0852622013  0.786438231
## 182 0.24666116 -1.698464677 0.29028124 -1.4916655713  1.062224774
## 183 0.24688210 -1.692694794 0.18255670 -1.8111951083  1.012907981
## 184 1.20281219  0.507011693 1.36853637  0.6754001082 -0.003225554
## 185 0.09673009 -2.674263186 0.09229611 -2.7116126842  1.297350027
## 186 0.87812437 -0.013862623 0.67744914 -0.3872338686  0.488474474
## 187 0.40680099 -0.838759620 0.35693500 -0.8652229395  0.932980015
## 188 0.15428042 -2.551810470 0.17637014 -2.3635655107  1.043483727
## 189 0.25586208 -1.641816717 0.32145515 -1.2925644640  1.581017914
## 190 0.21739036 -1.805420775 0.24090913 -1.6089725738  0.977166886
## 191 2.49408214  1.936195584 2.51842979  1.7743144088 -1.951781675
## 192 1.12277136  0.396760670 1.19446442  0.5009953692 -0.245991927
## 193 0.71508852 -0.297936752 0.66178555 -0.3049487757  0.211110220
## 194 1.26816424  0.614169748 1.15932870  0.4504352804 -0.820642099
## 195 0.15428042 -2.551810470 0.17637014 -2.3635655107  1.043483727
## 196 3.62887769  2.596045393 7.59173938  4.0988337645 -2.726029379
## 197 1.07461265  0.316842808 1.04139211  0.2595089659 -0.291439450
## 198 0.62792320 -0.527741584 0.43875636 -0.9273516078  0.010506949
## 199 0.64837291 -0.517654222 0.88821556 -0.0129499844  0.562560952
## 200 1.20281219  0.507011693 1.36853637  0.6754001082 -0.003225554
## 201 4.19491932  3.339843731 3.69485803  2.9678060425 -4.637301976
## 202 2.41625815  1.987720495 1.66885808  1.1668849187 -2.104537093
## 203 0.13956496 -2.221254059 0.20006596 -1.7860623946  1.502004771
## 204 0.67866143 -0.427785062 0.66446425 -0.4501540946  0.457389683
## 205 0.56506977 -0.358312968 0.78991362 -0.0031383040  0.273120831
## 206 1.08954313  0.344187454 1.14941692  0.4359518005 -0.499951645
## 207 1.41030363  0.816299230 1.05601756  0.2906798526 -0.702420120
## 208 1.09361861  0.381648215 1.96962683  1.2051648998 -0.292977427
## 209 2.22113582  2.067561512 2.65620771  2.6472274739 -3.135454704
## 210 0.50647413 -0.168540165 0.61340224 -0.1950709997  0.766372741
## 211 1.03176819  0.229745855 1.10490747  0.3687545731  0.179009544
## 212 4.50237469  3.495316022 3.70672328  2.7892607936 -4.116645325
## 213 0.63794037 -0.585224082 0.80352069 -0.2075617564  0.528551464
## 214 1.17980104  0.503558805 1.05216824  0.2717114027 -0.229865422
## 215 1.11598635  0.386063129 1.08431701  0.3359647385  0.136704487
## 216 0.29923874 -1.316833087 0.24266985 -1.3014569784  1.113429324
## 217 0.33332838 -1.366699161 0.36528421 -1.2343199989  1.195957457
## 218 1.59527881  1.118961229 1.38153790  0.8138666975 -0.231562901
## 219 0.66349570 -0.450409300 0.60957256 -0.5572453690  0.854787057
## 220 0.95556185  0.121323986 1.56420493  0.9505368638 -0.084285577
## 221 0.71994772 -0.413167509 0.66030760 -0.5532921181  0.033214018
## 222 0.99459233  0.219634763 1.14664572  0.4370795297  0.205337407
## 223 0.72528992 -0.414726821 0.66457861 -0.5538828447  0.130260603
## 224 0.63286794 -0.512607341 0.65650479 -0.4196445640  0.791597310
## 225 0.16427209 -2.404304859 0.19309230 -2.2152460567  1.171782410
## 226 1.32509319  0.683424152 1.18032682  0.4768043762 -0.350906388
## 227 0.59541931 -0.638681857 0.64950907 -0.5051415934  0.358239742
## 228 1.15987508  0.450348838 1.17137947  0.4661699880  0.003836154
## 229 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 230 1.99230954  1.496313995 1.93079733  1.3955202183 -1.475939591
## 231 0.13236876 -2.381180303 0.10390605 -2.5779304052  1.248540096
## 232 0.29630779 -1.475007406 0.38810464 -1.1023182254  1.065236914
## 233 0.08872343 -3.060618334 0.07929672 -3.1072384832  1.163484981
## 234 0.25766088 -1.972104391 0.24921475 -1.9726784922  1.122847504
## 235 0.50647413 -0.168540165 0.61340224 -0.1950709997  0.766372741
## 236 0.22066177 -1.788277354 0.16864974 -1.9595581344  1.107837642
## 237 0.23574043 -2.236875976 0.26911657 -2.0625742072  1.528888165
## 238 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 239 0.76755544 -0.225886548 0.71186541 -0.3049352950  0.141204741
## 240 1.71006476  1.191361427 1.64314449  1.0478965795 -1.104586895
## 241 0.78069810 -0.208261959 0.96825964  0.1447541543  0.245186112
## 242 0.69024988 -0.396769507 0.71643124 -0.3305164557  0.770142253
## 243 4.07303711  3.211411600 5.16794574  3.6725291492 -3.509920619
## 244 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 245 1.18059836  0.487889254 1.34656711  0.7308289162 -0.436718334
## 246 0.90841214 -0.004064695 0.86686769 -0.0868698234  0.646668253
## 247 1.27238806  0.644466173 0.96320963  0.1107613345 -0.976178155
## 248 0.17389444 -2.175220910 0.24250022 -1.8316363777  1.500274061
## 249 1.12127782  0.399473590 1.28426826  0.5964683399 -0.705544867
## 250 0.38798645 -0.820481455 0.33878279 -0.8806801951  0.778552217
## 251 0.59274860 -0.310446074 0.81238060  0.0284800085  0.302399131
## 252 0.40109906 -0.523970932 0.37390841 -0.6894107530  0.794092282
## 253 0.79889507 -0.243711498 0.83212222 -0.1648296764  0.511035655
## 254 1.80389990  1.293917653 1.48966640  0.8868884618 -1.115205402
## 255 0.34229884 -1.370703622 0.31443622 -1.4599860615  1.134538013
## 256 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 257 0.81308538 -0.186159548 0.81694834 -0.1794513590  0.127256151
## 258 0.53426685 -0.453152705 0.64736875 -0.2321080503  0.734273233
## 259 0.78777841 -0.242657952 0.57301842 -0.7595288350  0.522759011
## 260 0.09178940 -2.575274076 0.12125909 -2.1813548434  1.635267509
## 261 0.29018621 -1.875063039 0.28462605 -1.8450389072  0.854126614
## 262 0.51424572 -0.942804129 0.54632945 -0.8477554218  0.771626670
## 263 0.07809055 -2.873127829 0.08452099 -2.8208929479  1.375908905
## 264 0.81118521 -0.156239380 0.69190537 -0.3995809133  0.412686215
## 265 0.57554978 -0.738063691 0.70873006 -0.4137700610  0.576146417
## 266 1.65916544  1.313785678 1.71219273  1.3995642744 -0.866752335
## 267 0.57266852 -0.673000848 0.57541434 -0.6534946656  0.571214674
## 268 0.69635418 -0.380167645 0.52901514 -0.7559243714  0.377596647
## 269 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 270 1.64006355  1.034799798 1.39207156  0.7193616432 -0.574954833
## 271 0.72479828 -0.311267825 0.52312128 -0.6394232170  0.634964848
## 272 0.29352643 -1.486095412 0.32895886 -1.3054522638  1.212729294
## 273 0.80306922 -0.115277313 1.26707484  0.5812783174  0.427990938
## 274 1.13207135  0.411218116 1.15887870  0.4489382545  0.135679167
## 275 0.73733884 -0.295428160 0.96025569  0.1318181291  0.599717771
## 276 1.16013039  0.453134150 2.04612137  1.4015079149 -0.300552435
## 277 0.45946924 -0.054468456 0.61112290 -0.1572959629  0.550065483
## 278 0.54147244 -0.894510966 0.68326934 -0.5062114515  0.518636403
## 279 0.52589400 -0.798046862 0.51695886 -0.8092877537  0.805378007
## 280 0.44806688 -0.980030330 0.49766204 -0.8027953242  0.744030876
## 281 0.09178940 -2.575274076 0.12125909 -2.1813548434  1.635267509
## 282 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 283 0.19447689 -1.933488647 0.21781387 -1.6587989043  1.750972651
## 284 0.82758263 -0.113474499 0.72002962 -0.2613169552  0.579868652
## 285 1.34277042  0.715687550 1.26833295  0.5904542080 -0.192395951
## 286 0.92116965  0.065393688 0.99400866  0.2177109946 -0.078414409
## 287 1.55582268  1.001231793 1.44137008  0.8085571837 -0.714017492
## 288 3.13413425  2.424002329 6.30439090  3.8032111432 -2.584541140
## 289 0.33204742 -1.434870273 0.31353995 -1.5024410249  0.800947410
## 290 0.45297678 -0.926425154 0.44321016 -0.7855119793  0.618609094
## 291 1.26618832  0.572417882 1.48521857  0.7876419733 -0.415496349
## 292 1.45804477  0.877000865 2.67033476  2.0006491232 -0.937961587
## 293 0.19447689 -1.933488647 0.21781387 -1.6587989043  1.750972651
## 294 1.00627205  0.207709274 1.11350840  0.3855188661 -0.342926095
## 295 2.13202364  1.649972549 2.18700620  1.6181098139 -1.288368360
## 296 0.56622679 -0.671022619 0.38551740 -0.9953700853  0.595923433
## 297 0.40638136 -1.103329400 0.52576554 -0.7338333301  0.977023991
## 298 1.41486313  0.915981379 1.38608255  0.8551042371 -0.824117899
## 299 0.49309750 -0.918499984 0.54550363 -0.7743588612  0.964653859
## 300 0.73259053 -0.296436078 0.88027532  0.0079618731  0.688617511
## 301 0.55442422 -0.194816364 0.64328672 -0.1740906457  0.794244549
## 302 1.76438498  1.104071477 0.93884905  0.1791297179  0.015127676
## 303 0.25965432 -1.592261074 0.20958370 -1.5439587225  1.284670780
## 304 0.86634259 -0.103534295 0.92614883  0.0274450982  0.459625996
## 305 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 306 1.13630960  0.417584853 1.89075431  1.2727180861 -0.132742404
## 307 0.35282539 -1.276293820 0.34163556 -1.2694811890  0.623946191
## 308 0.85405947 -0.063176311 0.73585850 -0.2345802912  0.238508618
## 309 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 310 1.05024393  0.279121927 1.29972331  0.6613749269  0.436793781
## 311 0.09178940 -2.575274076 0.12125909 -2.1813548434  1.635267509
## 312 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 313 0.32598787 -1.385202844 0.34466167 -1.1782522150  1.179548397
## 314 0.29178044 -1.494366890 0.28887169 -1.4201752026  1.265764322
## 315 0.45462541 -1.183393611 0.43294216 -1.2313206160  0.965451299
## 316 0.66443585 -0.507121991 0.64262477 -0.5635173652  0.229883313
## 317 0.09178940 -2.575274076 0.12125909 -2.1813548434  1.635267509
## 318 2.73303082  2.202423835 2.36299174  1.8341276720 -3.250221184
## 319 1.11676013  0.387294675 0.99647640  0.1870563230  0.046399615
## 320 0.84290994 -0.154438581 0.68876278 -0.5015360274  0.157099764
## 321 0.19447689 -1.933488647 0.21781387 -1.6587989043  1.750972651
## 322 1.05982033  0.308116219 0.87565463  0.0692661851 -0.234034312
## 323 0.53112037 -0.767730198 0.39780542 -0.9927989428  0.577042581
## 324 0.45613836 -1.176822362 0.57515401 -0.7971878013  1.001174485
## 325 0.53426685 -0.453152705 0.64736875 -0.2321080503  0.734273233
## 326 0.15199630 -2.157547601 0.15510854 -1.9820721432  1.526641155
## 327 0.67096132 -0.428021317 0.64866958 -0.4349420398  0.330231407
## 328 0.47108454 -0.915817854 0.50633028 -0.7849948701  1.069703075
## 329 0.07809055 -2.873127829 0.08452099 -2.8208929479  1.375908905
## 330 0.29923874 -1.316833087 0.24266985 -1.3014569784  1.113429324
## 331 1.15011179  0.441870913 1.31155893  0.6219718482 -0.344849114
## 332 0.12820309 -2.290747839 0.10763487 -2.3433153252  1.248075473
## 333 0.37116653 -0.582870647 0.35583220 -0.7302073779  0.765441255
## 334 0.33676009 -1.487001298 0.32766208 -1.5281933382  0.764846020
## 335 0.55442422 -0.194816364 0.64328672 -0.1740906457  0.794244549
## 336 0.83087041  0.156958425 0.75519461 -0.0125850442  0.466775377
## 337 0.42342646 -0.626190996 0.39677494 -0.6931041544  0.393958446
## 338 0.09178940 -2.575274076 0.12125909 -2.1813548434  1.635267509
## 339 0.32598787 -1.385202844 0.34466167 -1.1782522150  1.179548397
## 340 0.35133239 -1.393492403 0.29972536 -1.5957821263  0.564967341
## 341 2.04757637  1.638957078 2.27578318  1.8902130000 -1.735552149
## 342 0.57922367 -0.657636289 0.50502324 -0.8338716332  0.735541052
## 343 1.21632634  0.538232477 0.79089057 -0.1663892198 -1.008733563
## 344 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 345 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 346 0.80311469 -0.230878011 0.74523770 -0.3561897490  0.351999887
## 347 0.75175637 -0.256545152 0.58573141 -0.5844382727  0.006271228
## 348 0.93886248  0.086799618 0.89810956  0.0163889780  0.204113745
## 349 0.55990044 -0.619356681 0.68814529 -0.2486803992  0.480131589
## 350 0.83087041  0.156958425 0.75519461 -0.0125850442  0.466775377
## 351 0.62291219 -0.550557875 0.78470004 -0.1937553489  0.397471029
## 352 0.11273880 -2.645445688 0.10537380 -2.7159156749  1.193651537
## 353 0.94302312  0.100544721 0.97942029  0.1773811465  0.015489268
## 354 0.42097125 -1.253131603 0.51295957 -0.9540132650  1.399735358
## 355 0.61834652 -0.602083402 0.71764337 -0.3725169902  0.445120530
## 356 2.30710464  1.695723154 4.55853601  2.9352399132 -1.477603291
## 357 0.26571759 -1.819714102 0.28531339 -1.7319847778  1.487837882
## 358 0.45595626 -0.980355026 0.39687220 -1.1377898841  1.250853522
## 359 0.51949965 -0.895559532 0.54488243 -0.8286004211  1.112846143
## 360 1.28257785  0.633654772 0.89796565  0.0326244473 -0.801751178
## 361 0.90164320  0.015401673 0.88100363 -0.0207413396  0.171414857
## 362 2.04984154  1.583081245 1.56895822  1.0198373262 -2.413422994
## 363 8.02718390  5.322521693 6.33436366  4.4936214256 -8.230538305
## 364 0.24228209 -2.182167499 0.30669866 -1.8283281610  1.394289609
## 365 0.62826940 -0.542012087 0.64798369 -0.4866442726  0.214775841
## 366 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 367 0.75830319 -0.244156586 1.05825082  0.2974657685  0.272252283
## 368 0.73010547 -0.301554441 0.87959729 -0.0005651471  0.564072669
## 369 1.37912189  0.867444150 1.22396619  0.5942029665 -1.082653443
## 370 2.09753892  1.580016346 1.87205580  1.2364248805 -1.196419262
## 371 2.26098966  1.783608678 1.95798647  1.3732285658 -1.476151949
## 372 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 373 0.85016607 -0.154904903 0.86362140 -0.1128892258  0.381439932
## 374 0.29666330 -1.486965025 0.28445726 -1.4988009372  0.666571238
## 375 1.01308682  0.206453168 1.08321487  0.3303656356 -0.014830420
## 376 0.46551936 -0.940859351 0.67436784 -0.3369315767  0.958615569
## 377 0.21658792 -2.076250349 0.17467882 -2.3028699513  0.906012591
## 378 0.45946924 -0.054468456 0.61112290 -0.1572959629  0.550065483
## 379 0.19591167 -1.909238925 0.25514043 -1.5877159722  1.363915408
## 380 0.97883259  0.131743924 0.92881466  0.0356740947 -0.635926426
## 381 0.19447689 -1.933488647 0.21781387 -1.6587989043  1.750972651
## 382 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 383 0.19447689 -1.933488647 0.21781387 -1.6587989043  1.750972651
## 384 1.21436394  0.535027777 1.35045909  0.7182453393  0.018604863
## 385 1.27383315  0.621321593 0.85191152 -0.0503189953 -0.889136659
## 386 0.81905798 -0.164774541 0.82096623 -0.1631203241  0.278111835
## 387 0.56291730 -0.919306341 0.48896481 -1.1232993843  1.216852211
## 388 2.25885797  1.780667634 2.49198452  1.8740803444 -1.415125225
## 389 0.53105159 -0.395282143 0.64801879 -0.2118094294  0.640192088
## 390 0.83087041  0.156958425 0.75519461 -0.0125850442  0.466775377
## 391 0.37435075 -1.219841172 0.29759076 -1.3026965119  1.407700092
## 392 0.73423223 -0.330629859 0.89772377  0.0008305138  0.999403900
## 393 0.32645428 -1.364935687 0.39312539 -1.0926971169  1.385048056
## 394 0.29530499 -1.688434667 0.33410463 -1.5314103424  1.216058789
## 395 1.24844966  0.616760341 1.26054208  0.6336848755 -0.831981024
## 396 1.33712812  0.761183409 1.46731982  0.9548779719 -0.817335329
## 397 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 398 1.04086602  0.258276918 1.20228596  0.5270665341 -0.031590202
## 399 0.46026117 -0.954029527 0.43773145 -0.8655098931  0.985659310
## 400 1.41875622  0.820209595 1.50789110  0.9163291579 -1.206858821
## 401 0.70158485 -0.399623273 0.98559133  0.1638665944  0.707558273
## 402 0.07809055 -2.873127829 0.08452099 -2.8208929479  1.375908905
## 403 1.36802506  0.752376020 1.54603588  0.9600833452  0.101488178
## 404 0.92833590  0.005321245 1.27720815  0.6966646992  0.243592437
## 405 0.32648799 -1.408162307 0.33282364 -1.3671313006  1.259341120
## 406 0.43696662 -1.058116672 0.40183741 -1.1547853709  0.515688665
## 407 0.71480940 -0.362395050 0.56597657 -0.7073210077  0.187672508
## 408 1.99262708  1.460685349 2.38643742  1.6703935650 -1.351573462
## 409 2.72597148  2.346183407 2.02559814  1.6341158088 -2.962740348
## 410 0.38913641 -1.348420021 0.38373315 -1.3617365525  1.270171515
## 411 0.53040481 -0.794452734 0.56247164 -0.7029059862  0.774124139
## 412 0.47848042 -0.948279131 0.48382176 -0.9270988867  0.930843983
## 413 0.31051115 -1.520339114 0.34713857 -1.3845525210  1.214869476
## 414 0.55397666 -0.768096479 0.61195115 -0.6227779233  0.851460953
## 415 0.84920448 -0.082239421 0.74968772 -0.2770460895  0.264427769
## 416 0.45619449 -0.629726801 0.41243216 -0.6885141167  0.520772296
## 417 4.08339906  3.814036262 3.86975482  3.6927370771 -4.868550520
## 418 1.97563674  1.485126797 3.32755209  2.4452089223 -1.850557121
## 419 0.32598787 -1.385202844 0.34466167 -1.1782522150  1.179548397
## 420 0.34408093 -1.305744830 0.30141019 -1.3757331092  1.161931492
## 421 1.46062353  0.880291033 1.57805602  0.9790796067 -1.119835130
## 422 0.26098860 -1.619397127 0.39461482 -1.0639699842  1.571475318
## 423 0.67154929 -0.427029662 0.57268227 -0.6300130731  0.672377732
## 424 1.87603365  1.355521842 3.58081591  2.5359847646 -1.038598767
## 425 0.56209787 -0.824443526 0.48303228 -1.0469135164  0.779763836
## 426 0.53075242 -0.619482524 0.41957077 -0.7548303171  0.291652827
## 427 0.56842557 -0.672554401 0.45020310 -0.8445038307  0.812164586
## 428 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 429 0.19209240 -1.927918704 0.21234382 -1.7307512802  1.397999482
## 430 0.61449887 -0.686916225 0.64406176 -0.6014137644  0.063788939
## 431 2.30623405  1.579881578 2.62091629  1.7241940173 -1.033784717
## 432 0.13389214 -2.570719883 0.12568923 -2.6242566504  1.517980347
## 433 0.96652127  0.188505986 1.61277203  0.9296905210  0.220025834
## 434 0.83263762  0.087073877 0.82918353  0.0626331828  0.070011645
## 435 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 436 0.25586208 -1.641816717 0.32145515 -1.2925644640  1.581017914
## 437 1.30413454  0.717314176 1.33905073  0.7661214769 -0.690310833
## 438 1.05379168  0.293421482 0.86317363  0.0361680897 -0.067097430
## 439 0.34416831 -1.460042970 0.38416921 -1.3221450585  1.177840266
## 440 0.19598588 -1.907892134 0.25263291 -1.5945291338  1.357179263
## 441 0.70421010 -0.359317947 0.67724807 -0.4016859704  0.819444482
## 442 0.38836763 -0.922491343 0.32927662 -0.9571419251  0.485789377
## 443 0.50707738 -0.826496088 0.41311473 -0.9326147368  0.851882934
## 444 0.83087041  0.156958425 0.75519461 -0.0125850442  0.466775377
## 445 1.05609833  0.290720828 1.11585845  0.3873757626  0.127610726
## 446 0.67131166 -0.480756480 0.75151102 -0.3030562379  0.724897650
## 447 3.01772709  2.434415664 2.75863078  2.1619635235 -3.482336668
## 448 1.30244492  0.729033570 1.25488007  0.6382576980 -0.661668038
## 449 0.30014380 -1.420850555 0.29680489 -1.2085641795  0.569285089
## 450 0.41098170 -1.094274939 0.40545994 -1.0297544162  1.342133217
## 451 1.29001047  0.646416929 1.83318535  1.2408567100 -0.552395482
## 452 0.64610636 -0.676695672 0.79805488 -0.2728285178  0.397338053
## 453 0.24759922 -1.812143769 0.30685569 -1.5691996988  1.151969090
## 454 0.87611536 -0.027445954 0.81234874 -0.1442569363  0.267716887
## 455 0.55442422 -0.194816364 0.64328672 -0.1740906457  0.794244549
## 456 2.30789396  1.829385575 2.54669288  1.9010091672 -1.389393814
## 457 1.64121091  0.999124685 1.85095420  1.1461718400 -1.034581629
## 458 0.70350712 -0.463232654 0.78510847 -0.2665772806  0.638917782
## 459 0.23981591 -0.407317157 0.26219369 -0.8184172896  0.992282307
## 460 0.37839762 -1.439672629 0.38691533 -1.3848735457  0.854355470
## 461 0.40109906 -0.523970932 0.37390841 -0.6894107530  0.794092282
## 462 0.25949235 -1.526658071 0.19824253 -1.5212172616  0.892203955
## 463 1.97727710  1.756842729 2.05934602  1.8572660725 -1.888499669
## 464 0.36582731 -1.527315691 0.32956869 -1.6307733709  1.206597010
## 465 1.24570458  0.582477299 0.95947969  0.1493909893 -0.115775026
## 466 0.94010024  0.079075581 0.92502202  0.0503647660  0.240453534
## 467 0.53040481 -0.794452734 0.56247164 -0.7029059862  0.774124139
## 468 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 469 0.32361004 -1.520466182 0.26265878 -1.7804289213  0.868231937
## 470 1.05388530  0.279173298 0.97837973  0.1418537289 -0.604379039
## 471 0.09178940 -2.575274076 0.12125909 -2.1813548434  1.635267509
## 472 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 473 1.04463634  0.253409592 1.16446126  0.4838349337  0.287929192
## 474 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 475 0.91529988  0.052678765 0.63395497 -0.4687892253  0.535219016
## 476 0.38394270 -1.172814345 0.72820848 -0.2801536234  1.175193827
## 477 1.09361861  0.381648215 1.96962683  1.2051648998 -0.292977427
## 478 0.13956496 -2.221254059 0.20006596 -1.7860623946  1.502004771
## 479 0.30035666 -1.476197362 0.53119939 -0.6798698569  1.242455423
## 480 0.73932680 -0.299151665 0.67769918 -0.4241508914  0.656765562
## 481 0.73834744 -0.291099586 0.89910598  0.0579791566  0.720523328
## 482 0.70421010 -0.359317947 0.67724807 -0.4016859704  0.819444482
## 483 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 484 0.39712311 -1.191217107 0.29835108 -1.5296369474  0.649108805
## 485 0.34860286 -1.288481955 0.41996012 -1.0145418904  0.972127352
## 486 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 487 1.22568655  0.550746073 1.14925731  0.4360598987 -0.936027897
## 488 2.17891038  1.489543641 2.40310092  1.5788077355 -1.060768864
## 489 0.87049899 -0.031829939 0.75597428 -0.2434264836  0.328812053
## 490 1.47994469  0.948243227 1.36975742  0.7904731007 -0.146570172
## 491 1.45990117  0.874936961 2.16474669  1.6172667725 -1.104053674
## 492 0.45946924 -0.054468456 0.61112290 -0.1572959629  0.550065483
## 493 0.54310671 -0.725679752 0.67795034 -0.3806470803  1.014142726
## 494 0.85718721 -0.033231122 0.89636208  0.0845221380 -0.357769763
## 495 0.46551936 -0.940859351 0.67436784 -0.3369315767  0.958615569
## 496 2.68911189  2.142634365 2.97330038  2.1481609968 -1.427761545
## 497 0.42781938 -0.564799941 0.38340848 -0.7029292821  0.862508414
## 498 2.34099183  1.860583186 2.12230597  1.5252439681 -2.292290519
## 499 0.51020048 -1.019933161 0.49877587 -1.0290544886  0.526229359
## 500 1.32992508  0.768627937 1.29540935  0.7010190858 -0.698522199
## 501 0.40261368 -1.130879536 0.61919946 -0.4721094040  1.371001127
## 502 0.29559513 -1.489681463 0.32732012 -1.3401051319  1.159513756
## 503 0.47520670 -0.212166910 0.60006841 -0.2153011737  0.738423674
## 504 0.98817096  0.167896998 0.90686645  0.0190836904  0.150626831
## 505 0.45946924 -0.054468456 0.61112290 -0.1572959629  0.550065483
## 506 0.25556707 -2.107553031 0.33266511 -1.7056814080  1.610711198
## 507 0.33376168 -1.357672647 0.27402753 -1.4186084154  1.146831044
## 508 0.94843007  0.111149787 0.79566085 -0.1466678935  0.173077819
## 509 1.08100054  0.324359839 1.06723665  0.2981879276 -0.275696014
## 510 0.37116653 -0.582870647 0.35583220 -0.7302073779  0.765441255
## 511 0.09673009 -2.674263186 0.09229611 -2.7116126842  1.297350027
## 512 1.02573214  0.225122450 0.88100829 -0.0550836178  0.018355852
## 513 0.45946924 -0.054468456 0.61112290 -0.1572959629  0.550065483
## 514 1.58089806  1.148872518 1.76729834  1.3890293024 -0.939434246
## 515 0.40109906 -0.523970932 0.37390841 -0.6894107530  0.794092282
## 516 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 517 1.10818978  0.377420006 1.14531055  0.4335947341 -0.262845334
## 518 0.53426685 -0.453152705 0.64736875 -0.2321080503  0.734273233
## 519 0.46482912 -0.947400929 0.38008171 -1.0616101782  0.793821840
## 520 0.09178940 -2.575274076 0.12125909 -2.1813548434  1.635267509
## 521 1.07236481  0.317181457 0.75678548 -0.2342363945 -0.338890757
## 522 0.43847284 -1.062267813 0.48881548 -0.9089437359  1.111400081
## 523 3.07170491  2.485384193 2.76320948  2.1921947476 -3.263556565
## 524 0.27333933 -1.567997960 0.36162431 -1.2091162689  1.055151020
## 525 1.83231865  1.104186789 3.74691691  2.3136427832 -0.579404904
## 526 0.19447689 -1.933488647 0.21781387 -1.6587989043  1.750972651
## 527 0.15108116 -2.435456311 0.13597260 -2.5367537644  1.297682346
## 528 0.35712645 -1.600689293 0.36040452 -1.5376630577  1.540223117
## 529 0.33759842 -1.326437008 0.31087814 -1.3661813147  1.108710596
## 530 0.89490523 -0.008976376 0.94858401  0.0914812762  0.058495085
## 531 0.36708760 -1.239686160 0.35261609 -1.1712956606  1.052299715
## 532 0.55442422 -0.194816364 0.64328672 -0.1740906457  0.794244549
## 533 0.08266148 -3.055547764 0.09021510 -2.9570867277  1.593982997
## 534 2.11194774  1.745630159 1.71024367  1.2658157950 -1.355669650
## 535 0.24772844 -1.744595429 0.22232589 -1.8464096740  0.918125682
## 536 0.34853577 -1.368255204 0.42790915 -1.1026469362  1.086833066
## 537 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 538 0.54618984 -0.791826915 0.62928149 -0.5832439245  0.338567668
## 539 1.90002547  1.481411866 1.76555040  1.3226248812 -2.265909340
## 540 1.44854621  0.860253411 1.68429910  1.1352941248 -0.261595860
## 541 1.06331771  0.317616437 1.24803525  0.5564534463 -0.208328661
## 542 0.52468152 -1.013912548 0.46354498 -1.1721909503  1.150599535
## 543 1.20880382  0.527349377 1.32879901  0.6690515732 -0.661230721
## 544 0.86702931 -0.078871642 1.18996069  0.5089782030  0.176900090
## 545 1.11543517  0.425754832 2.18200979  1.3313044742  0.073990657
## 546 2.88009355  2.323195483 2.98720150  2.3302597187 -2.720675675
## 547 1.32844679  0.690081592 1.24560237  0.5591654918 -0.229290631
## 548 1.72450228  1.243611771 1.59379211  1.0789748741 -1.060065460
## 549 3.17791441  2.718521057 3.19715087  2.7439839049 -3.262370515
## 550 0.82758263 -0.113474499 0.72002962 -0.2613169552  0.579868652
## 551 1.11543517  0.425754832 2.18200979  1.3313044742  0.073990657
## 552 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 553 0.78326609 -0.196594254 0.69420574 -0.2933780657  0.142684320
## 554 0.15950937 -2.222285852 0.15202511 -2.2632411781  0.996636288
## 555 0.42649358 -1.042684542 0.47111998 -0.8716067549  1.156728511
## 556 0.23981591 -0.407317157 0.26219369 -0.8184172896  0.992282307
## 557 0.45177269 -1.010834547 0.47808988 -0.9240833410  0.741383253
## 558 0.53426685 -0.453152705 0.64736875 -0.2321080503  0.734273233
## 559 2.12407645  1.539405352 2.35837453  1.6044182020 -1.212558978
## 560 0.51952877 -1.003245854 0.58387175 -0.7875925880  1.242898676
## 561 2.05309426  1.520580062 3.91089105  2.6891913220 -1.563282403
## 562 1.62150450  1.105176148 1.81409382  1.3347045402 -0.649879617
## 563 2.98047029  2.651021048 2.60032474  2.2858186653 -4.273699967
## 564 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 565 0.42220029 -1.055625501 0.45392852 -0.9122628884  1.247232901
## 566 0.88356355 -0.095099076 1.21625977  0.5921892016  0.175767044
## 567 0.78820328 -0.186889752 1.28150523  0.6198623777  0.702193486
## 568 1.64006355  1.034799798 1.39207156  0.7193616432 -0.574954833
## 569 0.52514665 -0.781414663 0.50377564 -0.7470927946  1.069029533
## 570 0.99557331  0.191082840 0.87961174 -0.0029742945  0.329471101
## 571 0.56367687 -0.125996796 0.96637792  0.2606996859  0.380682557
## 572 0.26098860 -1.619397127 0.39461482 -1.0639699842  1.571475318
## 573 0.57078214 -0.667336034 0.52622766 -0.6880565686  0.045819220
## 574 0.38344449 -1.262786401 0.43327091 -1.1036601288  1.013878379
## 575 1.69576950  1.172836765 1.42215783  0.8213297204 -0.879735513
## 576 0.33745267 -1.348014253 0.53326039 -0.7473550012  1.175227669
## 577 2.38961487  2.127658053 1.95936615  1.6152853836 -2.778030624
## 578 0.66126082 -0.622417789 0.83189751 -0.1855149518  0.834303713
## 579 0.53105159 -0.395282143 0.64801879 -0.2118094294  0.640192088
## 580 0.85301904 -0.054013579 0.72044102 -0.2232228367  0.376491933
## 581 0.59017417 -0.679392233 0.73190830 -0.3469639913  1.136382774
## 582 1.43830256  0.926505569 1.37474885  0.8195737415 -0.935531157
## 583 1.52439983  0.958087699 2.38369573  1.8170285557 -1.165291071
## 584 4.52410023  2.652210503 5.19101576  2.9454666632 -2.172684210
## 585 0.66134663 -0.452336838 0.43172731 -0.9466293146  0.006009995
## 586 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 587 0.41259745 -1.210459353 0.47041014 -1.0347186589  0.811873353
## 588 1.34078315  0.715555293 1.30955798  0.6657236908 -0.426745074
## 589 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 590 0.73874859 -0.137699216 0.78355943 -0.0343897519  0.542087374
## 591 3.30511026  2.676556545 2.59128750  1.9163358605 -2.882850099
## 592 2.00480305  1.556830992 1.85008144  1.3781900244 -1.329612921
## 593 0.47520670 -0.212166910 0.60006841 -0.2153011737  0.738423674
## 594 0.56506977 -0.358312968 0.78991362 -0.0031383040  0.273120831
## 595 0.23981591 -0.407317157 0.26219369 -0.8184172896  0.992282307
## 596 0.97909434  0.161316229 1.08716352  0.3466104069 -0.046977284
## 597 0.19447689 -1.933488647 0.21781387 -1.6587989043  1.750972651
## 598 0.29630779 -1.475007406 0.38810464 -1.1023182254  1.065236914
## 599 1.23405485  0.564980794 0.98781730  0.1924244149 -0.805562635
## 600 1.01474912  0.216909381 0.85759363 -0.0673476790 -0.283184796
## 601 0.39321360 -1.159791220 0.40366958 -1.0024445922  1.067033888
## 602 0.72306593 -0.314331836 0.78977078 -0.1110905228  0.506439930
## 603 0.26098860 -1.619397127 0.39461482 -1.0639699842  1.571475318
## 604 0.37296644 -1.225124227 0.53283980 -0.6513013482  0.802712910
## 605 0.25586208 -1.641816717 0.32145515 -1.2925644640  1.581017914
## 606 0.56106264 -0.403052928 0.67215875 -0.1917860181  0.763814213
## 607 0.77783275 -0.204342081 0.64302723 -0.4592329944  0.469656704
## 608 0.63880181 -0.570030003 0.64868457 -0.5499296285  0.928280497
## 609 1.76680545  1.257804651 2.86550294  2.1596356786 -1.427750847
## 610 0.40422266 -1.114636682 0.47167940 -0.8887646905  0.750531708
## 611 1.55420793  1.000187388 1.75135272  1.2249696713 -1.349518678
## 612 0.60649672 -0.767533119 0.60802422 -0.7348374742  0.304982542
## 613 0.96274921  0.133903343 1.32170468  0.6712804619  0.158289744
## 614 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 615 8.34512949  5.382878791 6.73906703  4.2127098448 -5.858434394
## 616 1.75139202  1.234981548 1.84790779  1.2888433944 -0.476339652
## 617 0.15428042 -2.551810470 0.17637014 -2.3635655107  1.043483727
## 618 0.95331489  0.161807612 1.55207587  0.8763541756 -0.198334918
## 619 0.34820399 -1.315788156 0.38362372 -1.1763539172  0.796791984
## 620 0.82353312 -0.121267077 0.67244832 -0.3545694401 -0.031816843
## 621 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 622 0.50647413 -0.168540165 0.61340224 -0.1950709997  0.766372741
## 623 1.00740207  0.211215543 1.24246878  0.5718511738  0.686118203
## 624 1.16281044  0.467917260 1.06493279  0.2970727480  0.267967142
## 625 3.33021018  2.693177478 2.84975812  2.1117216759 -2.536720841
## 626 8.02801668  5.276880932 6.15963067  4.1225513950 -6.650968082
## 627 2.15517201  1.774650213 2.04013951  1.6521770808 -3.422561349
## 628 1.73176498  1.371508940 1.59734521  1.1605381663 -1.638207940
## 629 0.70633470 -0.387827083 0.88836800 -0.0141034124  0.016138102
## 630 0.45946924 -0.054468456 0.61112290 -0.1572959629  0.550065483
## 631 0.55193800 -0.747439105 0.65775494 -0.4850468251  0.889066324
## 632 0.68344448 -0.472908334 0.73294054 -0.3610581907  0.542740184
## 633 0.76194123 -0.067043436 0.78577077 -0.0181164392  0.431609344
## 634 0.60504438 -0.628232942 0.75839512 -0.2779304619  0.978444580
## 635 1.12738706  0.403986833 1.16905511  0.4631385581 -0.039467544
## 636 1.39058152  0.694453468 1.41135664  0.7170031568 -0.206821084
## 637 0.45486577 -1.287344863 0.50750839 -1.1057498845  1.101713941
## 638 0.53426685 -0.453152705 0.64736875 -0.2321080503  0.734273233
## 639 2.66734653  2.586227407 2.62204975  2.5426617176 -4.195828942
## 640 0.44521380 -0.996546284 0.38169874 -1.0896157120  0.916127659
## 641 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 642 0.94918325  0.051123472 0.83637732 -0.2062871670 -0.333051446
## 643 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 644 2.66359261  2.120469413 2.15535720  1.5069036509 -1.513740477
## 645 0.70626126 -0.389889210 0.82191093 -0.1454800987  0.818728235
## 646 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 647 0.60346627 -0.616106841 0.65253173 -0.4947206018  0.878791978
## 648 0.23981591 -0.407317157 0.26219369 -0.8184172896  0.992282307
## 649 0.77914150 -0.212236733 0.80199305 -0.1595556012  0.280478121
## 650 0.80383184 -0.154378238 1.17631262  0.4752600599  0.207132393
## 651 1.33212068  0.676257572 1.84857611  1.1690739001 -0.438081286
## 652 0.33745267 -1.348014253 0.53326039 -0.7473550012  1.175227669
## 653 0.58460106 -0.200988747 0.70994445 -0.0880894533  0.336252241
## 654 0.96688841  0.107407700 0.93317809  0.0436716697 -0.256741888
## 655 0.29923874 -1.316833087 0.24266985 -1.3014569784  1.113429324
## 656 1.21423859  0.535145748 2.03220693  1.4849824872 -0.110636881
## 657 0.99258315  0.177810254 1.11269758  0.3807268906 -0.095902674
## 658 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 659 0.19447689 -1.933488647 0.21781387 -1.6587989043  1.750972651
## 660 0.36641369 -1.245945383 0.33486022 -1.1805585351  0.826701837
## 661 0.38394270 -1.172814345 0.72820848 -0.2801536234  1.175193827
## 662 0.25965432 -1.592261074 0.20958370 -1.5439587225  1.284670780
## 663 0.43704687 -1.113316676 0.53514894 -0.8326598803  1.256471541
## 664 0.92064494  0.078597264 0.54602573 -0.5328438326  0.434052472
## 665 1.83231865  1.104186789 3.74691691  2.3136427832 -0.579404904
## 666 0.27801293 -1.634870828 0.24230020 -1.7824150944  0.755315087
## 667 0.82277056 -0.155242378 0.87989161 -0.0423991863  0.738810306
## 668 0.34338563 -1.564755955 0.31711965 -1.6473875516  0.913937472
## 669 2.33231172  1.816480716 4.02129964  2.8030236575 -2.185840958
## 670 0.19183649 -1.925205520 0.14192583 -1.9041447120  1.103915444
## 671 1.26618832  0.572417882 1.48521857  0.7876419733 -0.415496349
## 672 0.37116653 -0.582870647 0.35583220 -0.7302073779  0.765441255
## 673 1.91622892  1.620819896 1.76217724  1.3896946317 -2.918980152
## 674 1.11543517  0.425754832 2.18200979  1.3313044742  0.073990657
## 675 0.25766088 -1.972104391 0.24921475 -1.9726784922  1.122847504
## 676 0.54055725 -0.744385463 0.67412251 -0.3505322567  0.770656939
## 677 1.04218848  0.265873882 1.14162136  0.4261781337 -0.041738317
## 678 2.05621256  1.614616015 1.92977398  1.4710156408 -1.174662725
## 679 1.26010165  0.611519200 1.18776746  0.5003633897 -0.688766914
## 680 0.45946924 -0.054468456 0.61112290 -0.1572959629  0.550065483
## 681 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 682 0.50671302 -0.638026072 0.61187259 -0.3383953338  0.367589883
## 683 0.27843403 -1.565140614 0.21785659 -1.6282886768  1.258932455
## 684 2.75837554  1.600856218 3.24684291  1.9663270436 -1.124535390
## 685 0.62715830 -0.163585677 0.93746731  0.2094692332 -0.039040444
## 686 0.86814827 -0.044244316 0.69768536 -0.3835635705 -0.438189593
## 687 0.38394270 -1.172814345 0.72820848 -0.2801536234  1.175193827
## 688 2.45576256  1.952594324 2.22476864  1.6864988431 -2.896684937
## 689 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 690 1.92926654  1.429433049 2.79000168  2.1740478141 -1.596743662
## 691 0.51741189 -0.792576503 0.45604956 -0.8985360207  0.693733172
## 692 0.81006049 -0.148376143 1.09952745  0.3605652135  0.393597313
## 693 1.38710916  0.782570742 1.43824328  0.8445486076 -0.180084625
## 694 0.23981591 -0.407317157 0.26219369 -0.8184172896  0.992282307
## 695 0.14446217 -2.190099267 0.25083604 -1.5693665143  1.497113243
## 696 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 697 0.53105159 -0.395282143 0.64801879 -0.2118094294  0.640192088
## 698 1.81413041  1.310618453 1.40799286  0.7795245610 -1.577179326
## 699 0.55262143 -0.749696194 0.58328731 -0.6676665098  0.672960141
## 700 0.96652127  0.188505986 1.61277203  0.9296905210  0.220025834
## 701 0.35230897 -1.657012022 0.32792528 -1.7147004498  1.601199577
## 702 0.04395845 -3.061137013 0.03900474 -2.9463416809  1.432414398
## 703 0.24540376 -1.685969641 0.19482313 -1.8688506055  1.021369902
## 704 0.73346868 -0.306929206 0.72576640 -0.3143749720 -0.151299098
## 705 0.23412071 -1.842471637 0.26327824 -1.7122607529  1.449283886
## 706 1.95366943  1.565833247 1.95342110  1.5676994895 -2.083754404
## 707 0.33158869 -1.350808828 0.36486449 -1.1988676477  1.055556675
## 708 0.50698269 -0.878959637 0.64622449 -0.5233696598  1.036107317
## 709 0.25949235 -1.526658071 0.19824253 -1.5212172616  0.892203955
## 710 0.63237840 -0.514305992 0.58762926 -0.5943123881  0.769851811
## 711 0.36710900 -1.419535637 0.35261752 -1.4694767811  0.577668483
## 712 1.37797263  0.766139023 1.31802226  0.6710298784 -0.406396034
## 713 0.68537281 -0.467622192 0.74955466 -0.3232586134  0.272371635
## 714 0.47520670 -0.212166910 0.60006841 -0.2153011737  0.738423674
## 715 0.59142365 -0.614568610 0.60923239 -0.5073908400  0.960791682
## 716 8.84564955  4.836284697 9.83066751  4.7477144418 -4.231353642
## 717 0.22066177 -1.788277354 0.16864974 -1.9595581344  1.107837642
## 718 2.93719338  2.872591008 2.77631789  2.7886645888 -3.485307408
## 719 0.22066177 -1.788277354 0.16864974 -1.9595581344  1.107837642
## 720 3.89556840  3.675652292 4.58158732  4.2831505936 -6.188820665
## 721 0.71329441 -0.378558736 0.61718436 -0.6038776759  0.468743111
## 722 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 723 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 724 0.25421572 -1.899789377 0.22631973 -2.0262620404  0.936146498
## 725 0.47577373 -0.989580527 0.63476078 -0.5705406001  1.107614202
## 726 0.54032406 -0.767551588 0.48894431 -0.8951834012  0.679217255
## 727 0.22737754 -1.757796396 0.18516398 -1.8851327152  1.020078596
## 728 0.15420486 -2.148624310 0.19013314 -1.9101877698  1.403910549
## 729 0.53105159 -0.395282143 0.64801879 -0.2118094294  0.640192088
## 730 0.29811425 -1.483600622 0.22371304 -1.6363107486  0.912774784
## 731 0.21117328 -1.848228375 0.21543759 -1.7875792295  0.891154466
## 732 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 733 0.90226177  0.020760336 0.86665279 -0.0411359506 -0.094609205
## 734 0.91318077  0.008342204 0.90751757 -0.0017700294  0.029432134
## 735 1.01040554  0.217231563 1.79007393  1.1736571498  0.221221329
## 736 0.37116653 -0.582870647 0.35583220 -0.7302073779  0.765441255
## 737 1.20432551  0.520241028 1.02084465  0.2387531039 -0.920001303
## 738 0.75764061 -0.246494787 0.63986808 -0.4514477394  0.069362781
## 739 1.04286565  0.264757791 0.92212551  0.0527669921 -0.079429286
## 740 1.15987508  0.450348838 1.17137947  0.4661699880  0.003836154
## 741 1.91064177  1.402047912 3.49183658  2.5056871554 -1.191276077
## 742 0.09178940 -2.575274076 0.12125909 -2.1813548434  1.635267509
## 743 0.09178940 -2.575274076 0.12125909 -2.1813548434  1.635267509
## 744 1.34748635  0.753794676 1.17228141  0.4806870342 -0.866790942
## 745 0.22910518 -2.278665139 0.23597905 -2.2613265059  1.770594077
## 746 1.20950981  0.518743726 0.88684851  0.0833781152  0.167965059
## 747 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 748 0.20341198 -1.870288813 0.23627067 -1.6348466315  1.393990821
## 749 0.45946924 -0.054468456 0.61112290 -0.1572959629  0.550065483
## 750 0.47146830 -0.921880943 0.42240817 -0.9723555538  0.852802733
## 751 0.12820309 -2.290747839 0.10763487 -2.3433153252  1.248075473
## 752 1.31074437  0.742999668 1.49874134  1.0321708538 -0.548702022
## 753 1.34322351  0.682074744 1.32439192  0.6419490679 -0.341881983
## 754 1.28157582  0.639638914 1.33536907  0.7146420319 -0.072789661
## 755 1.45977300  0.907820354 1.59596976  1.0942589209 -0.745780036
## 756 1.77266060  1.262325192 1.95470128  1.4470056543 -1.886962666
## 757 0.39220179 -0.963716401 0.34230338 -0.9508885041  0.661944444
## 758 0.95556185  0.121323986 1.56420493  0.9505368638 -0.084285577
## 759 0.72530839 -0.347432020 0.86776548 -0.0546391520  0.369968260
## 760 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 761 0.23981591 -0.407317157 0.26219369 -0.8184172896  0.992282307
## 762 0.33376168 -1.357672647 0.27402753 -1.4186084154  1.146831044
## 763 0.28538293 -1.615490012 0.35351137 -1.3568447180  1.383531319
## 764 0.60580227 -0.572794484 0.47556361 -0.7513998257  1.022163551
## 765 0.33376168 -1.357672647 0.27402753 -1.4186084154  1.146831044
## 766 1.99750785  1.594882419 1.89526912  1.4806524696 -1.463293058
## 767 0.38798645 -0.820481455 0.33878279 -0.8806801951  0.778552217
## 768 1.49706013  0.922889893 1.61536759  1.0536093010 -0.557703302
## 769 0.23412071 -1.842471637 0.26327824 -1.7122607529  1.449283886
## 770 0.60982814 -0.595858977 0.54914168 -0.7384656502  0.344102696
## 771 0.56106264 -0.403052928 0.67215875 -0.1917860181  0.763814213
## 772 0.45946924 -0.054468456 0.61112290 -0.1572959629  0.550065483
## 773 2.42985774  1.943397657 1.89707834  1.3047997536 -2.146784905
## 774 3.47765427  2.809151794 4.01930720  2.9743696645 -3.688888304
## 775 0.37435075 -1.219841172 0.29759076 -1.3026965119  1.407700092
## 776 0.50647413 -0.168540165 0.61340224 -0.1950709997  0.766372741
## 777 0.61002541 -0.581918160 0.61334145 -0.5622436704  0.964486361
## 778 1.57497395  1.026831393 2.02700774  1.4377027977 -0.925955388
## 779 0.83090136 -0.052974445 1.32641702  0.6472005731  0.230771037
## 780 0.55990044 -0.619356681 0.68814529 -0.2486803992  0.480131589
## 781 0.76588637 -0.232495838 0.55761768 -0.6239925325  0.081541111
## 782 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 783 0.32049863 -1.538191760 0.40107039 -1.2550857969  1.479258583
## 784 1.83231865  1.104186789 3.74691691  2.3136427832 -0.579404904
## 785 1.26803511  0.604953164 2.28088402  1.5794498595 -0.089645531
## 786 1.11543517  0.425754832 2.18200979  1.3313044742  0.073990657
## 787 0.39498841 -1.148073272 0.50331712 -0.8128758428  0.930155199
## 788 0.45134221 -0.568497355 0.41937912 -0.6434653212  0.423204055
## 789 0.43327374 -0.906556570 0.56275539 -0.4707229754  0.619491765
## 790 0.44532104 -1.000974588 0.62889646 -0.5135345725  0.992765647
## 791 0.51865531 -0.778596102 0.47284362 -0.7445692449  0.548089938
## 792 0.47520670 -0.212166910 0.60006841 -0.2153011737  0.738423674
## 793 1.26618832  0.572417882 1.48521857  0.7876419733 -0.415496349
## 794 0.19447689 -1.933488647 0.21781387 -1.6587989043  1.750972651
## 795 0.42342646 -0.626190996 0.39677494 -0.6931041544  0.393958446
## 796 0.40129921 -1.204558125 0.41558212 -1.1600040026  0.851628383
## 797 0.96652127  0.188505986 1.61277203  0.9296905210  0.220025834
## 798 0.45946924 -0.054468456 0.61112290 -0.1572959629  0.550065483
## 799 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 800 1.54044107  0.989331918 1.07134649  0.3150791335 -0.478508129
## 801 0.13956496 -2.221254059 0.20006596 -1.7860623946  1.502004771
## 802 0.83082173 -0.094371872 0.84037457 -0.0160845666  0.692020497
## 803 0.55442422 -0.194816364 0.64328672 -0.1740906457  0.794244549
## 804 1.03483898  0.256621887 1.11656260  0.3879814486  0.028562043
## 805 3.51419572  3.016849991 3.24961543  2.8138783855 -5.230696926
## 806 0.46634544 -0.759488756 0.59187109 -0.3862557611  0.868207212
## 807 2.16571633  1.534967145 2.21628623  1.4676734739 -1.183441097
## 808 0.37950206 -1.234868928 0.42138467 -1.0893015244  0.966153583
## 809 0.54172411 -0.739618884 0.79665532 -0.1632203147  0.763537232
## 810 0.42650041 -1.083754953 0.40010032 -1.1517500954  0.922660171
## 811 0.88298795 -0.006701528 1.03408544  0.2579487848  0.588884361
## 812 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 813 2.86763236  2.790244515 2.63337246  2.5242613116 -2.779008229
## 814 0.76194123 -0.067043436 0.78577077 -0.0181164392  0.431609344
## 815 1.19208428  0.503170391 0.89492320  0.0509590364 -0.296282111
## 816 0.74073875 -0.286145429 0.83537320 -0.0492380286  0.687557800
## 817 0.40680099 -0.838759620 0.35693500 -0.8652229395  0.932980015
## 818 1.30661920  0.714444712 1.08514270  0.3326976747 -0.513143812
## 819 0.50647413 -0.168540165 0.61340224 -0.1950709997  0.766372741
## 820 0.09673009 -2.674263186 0.09229611 -2.7116126842  1.297350027
## 821 0.43242403 -1.331312685 0.54875409 -0.9149838388  1.657255830
## 822 0.58275584 -0.635464802 0.45529204 -0.8228553873  0.702723391
## 823 0.20341198 -1.870288813 0.23627067 -1.6348466315  1.393990821
## 824 1.33212068  0.676257572 1.84857611  1.1690739001 -0.438081286
## 825 0.19183649 -1.925205520 0.14192583 -1.9041447120  1.103915444
## 826 0.41293464 -1.125503664 0.31481438 -1.4415952014  0.668765912
## 827 3.63797336  2.787192592 6.81837763  4.0178446735 -3.687871851
## 828 0.45194077 -0.996682749 0.38382878 -1.1863130293  0.964863890
## 829 0.15428042 -2.551810470 0.17637014 -2.3635655107  1.043483727
## 830 4.19895307  3.312960206 4.16461899  3.2462284609 -4.086077766
## 831 0.54416388 -0.732364901 0.61366707 -0.4937582902  0.661815153
## 832 3.07362944  2.537860490 2.75695444  2.2535013132 -3.739848618
## 833 1.44962932  0.903684458 1.59119953  1.1018195944 -1.177550100
## 834 1.61037380  1.066041895 1.47701477  0.8715650027 -0.771498186
## 835 1.08522511  0.337569800 1.14236405  0.4263285869 -0.001811629
## 836 1.27687705  0.636844850 1.30193901  0.6733680922 -0.068650927
## 837 0.37274907 -1.327659758 0.41094456 -1.2058397115  1.097240651
## 838 0.38589416 -0.385761312 0.40467816 -0.5689040338  0.506672259
## 839 1.12611318  0.401993553 1.47407393  0.8593170154 -0.463546856
## 840 0.26125942 -1.986245540 0.26536747 -1.9158936942  1.517177136
## 841 0.25949235 -1.526658071 0.19824253 -1.5212172616  0.892203955
## 842 0.32220236 -1.602756913 0.31805432 -1.6119173591  0.744008175
## 843 0.56106264 -0.403052928 0.67215875 -0.1917860181  0.763814213
## 844 4.89108656  3.760996057 3.73643163  2.9829013881 -3.144757745
## 845 0.64095838 -0.571672011 0.75128055 -0.3176018332  0.336084794
## 846 1.16740168  0.465650199 2.14449861  1.5719893776 -0.471597833
## 847 0.42781938 -0.564799941 0.38340848 -0.7029292821  0.862508414
## 848 0.60516107 -0.725900280 0.56304832 -0.8270734622  1.149614176
## 849 0.38798645 -0.820481455 0.33878279 -0.8806801951  0.778552217
## 850 0.41098170 -1.094274939 0.40545994 -1.0297544162  1.342133217
## 851 0.39436227 -1.123598583 0.40175348 -0.9202519776  0.453865575
## 852 0.55990044 -0.619356681 0.68814529 -0.2486803992  0.480131589
## 853 0.14446217 -2.190099267 0.25083604 -1.5693665143  1.497113243
## 854 0.23981591 -0.407317157 0.26219369 -0.8184172896  0.992282307
## 855 0.78357262 -0.197330188 0.70237399 -0.3124228791 -0.172044758
## 856 0.81970471 -0.127921266 0.89394371  0.0418374217  0.468608612
## 857 0.29233358 -1.496817507 0.36263816 -1.2120153731  1.391797992
## 858 0.67072345 -0.509465974 0.75327531 -0.3195658444  0.590618174
## 859 0.10596797 -2.754988496 0.08277788 -2.9649528374  1.275860608
## 860 6.34185183  4.540591625 4.91501546  3.7265221973 -5.967165867
## 861 0.41724808 -1.203806544 0.51164535 -0.9199914154  0.717063649
## 862 0.52616906 -0.777607068 0.42924566 -0.9457818651  0.809067279
## 863 0.48130406 -1.138076842 0.47566070 -1.1199978455  0.916727546
## 864 0.19447689 -1.933488647 0.21781387 -1.6587989043  1.750972651
## 865 0.37909774 -1.165498133 0.52556629 -0.6123156208  0.772869683
## 866 1.36105556  0.661993170 1.66660089  0.9178953943 -0.310587586
## 867 0.87683413 -0.019021481 0.98801461  0.1815341301  0.150397063
## 868 4.20927633  3.296932962 4.25386727  3.1652963854 -4.485286813
## 869 0.47520670 -0.212166910 0.60006841 -0.2153011737  0.738423674
## 870 0.61793405 -0.546584888 0.53287483 -0.7010204306  0.561070734
## 871 4.12569440  3.231661941 4.73716838  3.5032898496 -2.689519134
## 872 1.25006023  0.594645669 1.18446591  0.4939587376 -0.361401815
## 873 0.50671302 -0.638026072 0.61187259 -0.3383953338  0.367589883
## 874 0.17635254 -2.173689784 0.24497365 -1.8330240359  1.288167222
## 875 0.72851320 -0.307841161 0.72271221 -0.3057185322  0.402640985
## 876 1.54842435  0.946132556 1.34873288  0.6751168142 -0.416351347
## 877 0.26983656 -1.600142447 0.20597952 -1.8473342476  0.866822483
## 878 0.30843251 -1.550545623 0.37905813 -1.2984323441  1.009884530
## 879 0.40638136 -1.103329400 0.52576554 -0.7338333301  0.977023991
## 880 2.97423828  2.856623193 3.24581065  3.0474231460 -3.455043051
## 881 5.89511851  4.263101474 6.41184861  4.0709257151 -5.033107944
## 882 0.83319573 -0.043585810 0.79590411 -0.0474445279  0.279186310
## 883 0.09178940 -2.575274076 0.12125909 -2.1813548434  1.635267509
## 884 0.98863884  0.237370627 0.97934879  0.2383491626  0.127537505
## 885 0.99979172  0.221730050 0.83116913  0.0068539799  0.039038074
## 886 0.47108454 -0.915817854 0.50633028 -0.7849948701  1.069703075
## 887 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 888 0.40212315 -1.290256355 0.39878562 -1.2997415402  0.731371172
## 889 0.60082049 -0.561006332 0.56470587 -0.5151753278  0.741153875
## 890 0.49842787 -0.851195651 0.74827732 -0.2573236886  0.742633933
## 891 3.03202532  2.462933355 2.68532120  2.0471596745 -2.360118434
## 892 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 893 1.51782631  0.899198487 1.91955904  1.2323359325 -0.647996330
## 894 2.55382360  2.059938176 4.39633203  3.1684210923 -2.283569915
## 895 0.39220179 -0.963716401 0.34230338 -0.9508885041  0.661944444
## 896 0.73016185 -0.272621093 1.11573920  0.3934569588  0.202779453
## 897 1.19208428  0.503170391 0.89492320  0.0509590364 -0.296282111
## 898 0.28320845 -1.531177075 0.35285989 -1.1906253536  1.153290246
## 899 0.38589416 -0.385761312 0.40467816 -0.5689040338  0.506672259
## 900 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 901 0.74805805 -0.271288907 0.79265245 -0.1305740495  0.195779591
## 902 0.57379085 -0.818516381 0.54527638 -0.8816054266  0.997922269
## 903 0.67573023 -0.540815744 0.68445446 -0.5076306991  0.886063661
## 904 1.18091396  0.486346251 1.22026442  0.5334735112 -0.134615769
## 905 0.18953699 -2.352741739 0.16408509 -2.4571483701  1.023398113
## 906 0.57290812 -0.659057583 0.51680872 -0.7787322401  0.730778851
## 907 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 908 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 909 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 910 2.36439384  1.968625639 1.92603633  1.5003677846 -1.488276784
## 911 0.79173125 -0.178948049 0.53638919 -0.7211605186  0.349862756
## 912 0.21934097 -1.951089386 0.23480590 -1.8854269775  0.974539614
## 913 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 914 1.05982033  0.308116219 0.87565463  0.0692661851 -0.234034312
## 915 0.22737754 -1.757796396 0.18516398 -1.8851327152  1.020078596
## 916 0.44704080 -1.038863034 0.53671947 -0.7820666675  0.722957146
## 917 0.78062369 -0.151900427 0.67026926 -0.3627927981  0.683794867
## 918 0.24633479 -1.766408864 0.24166326 -1.7796942002  1.016858120
## 919 0.29352643 -1.486095412 0.32895886 -1.3054522638  1.212729294
## 920 0.50647413 -0.168540165 0.61340224 -0.1950709997  0.766372741
## 921 3.75921822  3.076250189 3.30281967  2.7188183210 -4.656632786
## 922 1.45233574  0.865240732 1.68645229  1.1206303022 -0.750450764
## 923 0.42893548 -1.046372768 0.39321018 -1.0489394575  0.942644805
## 924 0.73487805 -0.277254646 1.02602793  0.2681099022  0.354612516
## 925 0.94885768  0.132883578 1.37514837  0.7050590237  0.083730412
## 926 1.07274537  0.318721649 0.84819540 -0.0074501231  0.080893128
## 927 0.65951477 -0.559019296 0.69680214 -0.4637724200  0.663965154
## 928 0.19966677 -2.234912897 0.21053119 -2.1453844380  0.702977637
## 929 0.81064066 -0.146081628 1.39681561  0.7591101443  0.510350339
## 930 1.56530412  1.042852761 1.95032104  1.5117997439 -0.350970933
## 931 0.35490889 -1.465316931 0.33862830 -1.5231183062  1.436711331
## 932 0.29811425 -1.483600622 0.22371304 -1.6363107486  0.912774784
## 933 1.29177232  0.649717548 1.75846805  1.2368828294 -0.596805099
## 934 1.47342648  0.894754674 1.32998246  0.6715771799 -1.126839279
## 935 0.56506977 -0.358312968 0.78991362 -0.0031383040  0.273120831
## 936 0.92064494  0.078597264 0.54602573 -0.5328438326  0.434052472
## 937 0.56367687 -0.125996796 0.96637792  0.2606996859  0.380682557
## 938 6.51269565  4.570527550 9.13923021  5.1160106080 -5.927546084
## 939 0.38589416 -0.385761312 0.40467816 -0.5689040338  0.506672259
## 940 0.76829773 -0.230061094 0.65791440 -0.3821540582  0.214502808
## 941 0.69254658 -0.386454826 0.54305956 -0.6525986696  0.215878744
## 942 0.45946924 -0.054468456 0.61112290 -0.1572959629  0.550065483
## 943 1.78858015  1.225428502 2.86674039  1.9981734886 -0.979692316
## 944 0.09178940 -2.575274076 0.12125909 -2.1813548434  1.635267509
## 945 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 946 0.31429886 -1.414294213 0.39950864 -1.0951631286  0.975939934
## 947 0.68761819 -0.553559443 0.64567013 -0.6394005231  0.850564395
## 948 0.45739533 -1.230662695 0.47442786 -1.1340495967  0.564106632
## 949 0.39941399 -1.178189071 0.41646370 -1.1143419786  1.000236669
## 950 0.09178940 -2.575274076 0.12125909 -2.1813548434  1.635267509
## 951 0.25029906 -0.313047142 0.36279796 -0.5054059406  1.126859214
## 952 0.34853577 -1.368255204 0.42790915 -1.1026469362  1.086833066
## 953 7.16120334  4.888623368 5.67885181  3.9152167805 -5.638539833
## 954 0.19183649 -1.925205520 0.14192583 -1.9041447120  1.103915444
## 955 0.38798645 -0.820481455 0.33878279 -0.8806801951  0.778552217
## 956 0.36708760 -1.239686160 0.35261609 -1.1712956606  1.052299715
## 957 0.83207304 -0.122567825 0.80522862 -0.1750228955 -0.258803733
## 958 1.99262708  1.460685349 2.38643742  1.6703935650 -1.351573462
## 959 0.14037299 -2.812208931 0.15401573 -2.6448580430  1.963627461
## 960 0.27816982 -1.631071277 0.28860778 -1.5820506989  1.398131915
#modified version (remove item with loading lower than 0.4)
DGS_7model_2 <- DGS %>%
  select(c(DGS_10,DGS_26,DGS_41,DGS_57,DGS_69))

DGS_IRT_2 = mirt(data = DGS_7model_2,
      model = 1, #this is for one factor
      itemtype = "gpcmIRT" #generalized partial credit model
)
## 
Iteration: 1, Log-Lik: -6563.745, Max-Change: 1.75503
Iteration: 2, Log-Lik: -6384.837, Max-Change: 0.89406
Iteration: 3, Log-Lik: -6327.918, Max-Change: 0.71735
Iteration: 4, Log-Lik: -6297.415, Max-Change: 0.66308
Iteration: 5, Log-Lik: -6283.593, Max-Change: 0.29407
Iteration: 6, Log-Lik: -6275.310, Max-Change: 0.23957
Iteration: 7, Log-Lik: -6271.347, Max-Change: 0.10112
Iteration: 8, Log-Lik: -6269.119, Max-Change: 0.09450
Iteration: 9, Log-Lik: -6267.748, Max-Change: 0.06210
Iteration: 10, Log-Lik: -6267.105, Max-Change: 0.04528
Iteration: 11, Log-Lik: -6266.100, Max-Change: 0.04164
Iteration: 12, Log-Lik: -6265.378, Max-Change: 0.02937
Iteration: 13, Log-Lik: -6264.595, Max-Change: 0.02465
Iteration: 14, Log-Lik: -6264.169, Max-Change: 0.02271
Iteration: 15, Log-Lik: -6263.817, Max-Change: 0.01593
Iteration: 16, Log-Lik: -6263.230, Max-Change: 0.01709
Iteration: 17, Log-Lik: -6263.057, Max-Change: 0.01294
Iteration: 18, Log-Lik: -6262.913, Max-Change: 0.01125
Iteration: 19, Log-Lik: -6262.711, Max-Change: 0.01003
Iteration: 20, Log-Lik: -6262.625, Max-Change: 0.01200
Iteration: 21, Log-Lik: -6262.554, Max-Change: 0.01064
Iteration: 22, Log-Lik: -6262.496, Max-Change: 0.00832
Iteration: 23, Log-Lik: -6262.446, Max-Change: 0.00493
Iteration: 24, Log-Lik: -6262.403, Max-Change: 0.00400
Iteration: 25, Log-Lik: -6262.261, Max-Change: 0.00177
Iteration: 26, Log-Lik: -6262.250, Max-Change: 0.00830
Iteration: 27, Log-Lik: -6262.240, Max-Change: 0.00213
Iteration: 28, Log-Lik: -6262.233, Max-Change: 0.00180
Iteration: 29, Log-Lik: -6262.226, Max-Change: 0.00140
Iteration: 30, Log-Lik: -6262.221, Max-Change: 0.00104
Iteration: 31, Log-Lik: -6262.210, Max-Change: 0.00162
Iteration: 32, Log-Lik: -6262.207, Max-Change: 0.00118
Iteration: 33, Log-Lik: -6262.205, Max-Change: 0.00094
Iteration: 34, Log-Lik: -6262.202, Max-Change: 0.00079
Iteration: 35, Log-Lik: -6262.200, Max-Change: 0.00095
Iteration: 36, Log-Lik: -6262.199, Max-Change: 0.00088
Iteration: 37, Log-Lik: -6262.194, Max-Change: 0.00149
Iteration: 38, Log-Lik: -6262.193, Max-Change: 0.00053
Iteration: 39, Log-Lik: -6262.193, Max-Change: 0.00041
Iteration: 40, Log-Lik: -6262.192, Max-Change: 0.00041
Iteration: 41, Log-Lik: -6262.192, Max-Change: 0.00055
Iteration: 42, Log-Lik: -6262.192, Max-Change: 0.00038
Iteration: 43, Log-Lik: -6262.192, Max-Change: 0.00025
Iteration: 44, Log-Lik: -6262.192, Max-Change: 0.00008
summary(DGS_IRT_2)
##           F1    h2
## DGS_10 0.865 0.748
## DGS_26 0.639 0.409
## DGS_41 0.531 0.281
## DGS_57 0.544 0.296
## DGS_69 0.635 0.403
## 
## SS loadings:  2.138 
## Proportion Var:  0.428 
## 
## Factor correlations: 
## 
##    F1
## F1  1
coef(DGS_IRT_2, IRTpars = T)
## $DGS_10
##        a1     b1     b2     b3     b4     b5    b6 c
## par 2.934 -2.176 -1.642 -1.369 -1.192 -0.703 0.203 0
## 
## $DGS_26
##        a1     b1    b2     b3    b4     b5    b6 c
## par 1.415 -2.656 -1.95 -1.591 -1.24 -0.579 0.729 0
## 
## $DGS_41
##        a1     b1     b2     b3     b4     b5    b6 c
## par 1.065 -2.355 -2.287 -1.004 -1.264 -0.477 0.572 0
## 
## $DGS_57
##        a1     b1    b2     b3     b4     b5    b6 c
## par 1.104 -1.748 -1.81 -2.358 -1.841 -0.855 0.615 0
## 
## $DGS_69
##        a1     b1     b2     b3     b4     b5    b6 c
## par 1.399 -1.969 -2.082 -1.569 -1.176 -0.875 0.306 0
## 
## $GroupPars
##     MEAN_1 COV_11
## par      0      1
#itemplot(DGS_IRT_2, 5, type = "trace")
itemplot(DGS_IRT_2, 5, type = "info")

plot(DGS_IRT_2, type = "trace")

plot(DGS_IRT_2, type = "info")

plot(DGS_IRT_2) #expected score curve

#person fit
fscores(DGS_IRT_2) #factor score for each participants
##                  F1
##   [1,] -0.148286524
##   [2,]  1.584713486
##   [3,] -0.267562465
##   [4,] -0.173047448
##   [5,] -1.245354371
##   [6,] -0.400958966
##   [7,] -0.182793775
##   [8,]  0.776327997
##   [9,]  1.584713486
##  [10,] -1.004656667
##  [11,]  0.387117565
##  [12,]  0.029304373
##  [13,]  0.925848984
##  [14,]  0.202195001
##  [15,] -1.002285997
##  [16,]  0.496062760
##  [17,]  0.317062286
##  [18,]  0.337867645
##  [19,] -0.471279828
##  [20,] -1.683242221
##  [21,] -0.466856432
##  [22,] -0.437659308
##  [23,] -0.894565793
##  [24,] -0.056920009
##  [25,]  0.043282674
##  [26,] -1.711841848
##  [27,] -0.956945223
##  [28,]  0.779913229
##  [29,]  0.779913229
##  [30,]  1.584713486
##  [31,]  1.210496142
##  [32,]  0.935227134
##  [33,]  0.848280800
##  [34,] -0.019638059
##  [35,]  0.055448088
##  [36,]  0.175816295
##  [37,]  0.120023525
##  [38,]  0.114884992
##  [39,] -0.441282955
##  [40,] -0.844544145
##  [41,] -0.295656524
##  [42,] -0.662986218
##  [43,] -1.306910587
##  [44,]  0.853292228
##  [45,] -0.432458020
##  [46,]  0.383613461
##  [47,] -0.021670996
##  [48,]  0.255503022
##  [49,] -0.180950725
##  [50,]  0.624888315
##  [51,] -0.803445859
##  [52,]  1.120805367
##  [53,]  1.222151162
##  [54,] -1.325261781
##  [55,] -0.143916518
##  [56,]  1.222151162
##  [57,] -1.189299874
##  [58,] -1.004284611
##  [59,] -0.295656524
##  [60,] -0.436094531
##  [61,] -0.325482913
##  [62,] -1.171154567
##  [63,] -0.916402025
##  [64,]  1.584713486
##  [65,] -0.024350344
##  [66,] -1.391328839
##  [67,] -1.130667582
##  [68,]  1.222151162
##  [69,] -0.002942803
##  [70,]  0.496062760
##  [71,]  0.779913229
##  [72,] -0.692384147
##  [73,]  1.120805367
##  [74,] -0.542623670
##  [75,]  0.844497019
##  [76,] -0.096648547
##  [77,]  0.117097949
##  [78,]  0.628071013
##  [79,]  1.584713486
##  [80,] -0.683044888
##  [81,] -0.143916518
##  [82,]  0.159424795
##  [83,] -0.594564560
##  [84,] -0.191695292
##  [85,] -0.148286524
##  [86,]  0.440056259
##  [87,] -1.350121051
##  [88,] -0.678004776
##  [89,] -0.896660271
##  [90,]  1.210496142
##  [91,] -0.259432592
##  [92,] -1.050425736
##  [93,]  1.120805367
##  [94,] -0.263502710
##  [95,]  1.125493539
##  [96,] -0.896432195
##  [97,] -0.766343304
##  [98,] -0.756292560
##  [99,]  0.853292228
## [100,]  0.133762661
## [101,] -1.596747087
## [102,] -0.259432592
## [103,] -1.389178162
## [104,] -1.008577717
## [105,] -0.959396151
## [106,] -0.532174535
## [107,]  1.584713486
## [108,] -1.020108393
## [109,] -1.452410540
## [110,]  0.700766428
## [111,] -0.434528082
## [112,] -1.129727960
## [113,] -1.173866254
## [114,] -0.295656524
## [115,] -1.248295006
## [116,] -0.019638059
## [117,] -0.263502710
## [118,] -1.289189217
## [119,]  1.120805367
## [120,]  0.844497019
## [121,]  0.159424795
## [122,]  0.383613461
## [123,] -0.532174535
## [124,] -0.374731353
## [125,]  1.584713486
## [126,] -0.766343304
## [127,] -0.818713024
## [128,]  0.028202481
## [129,] -0.019638059
## [130,] -1.324497206
## [131,]  0.935227134
## [132,]  0.624888315
## [133,]  0.290268781
## [134,] -0.954489788
## [135,] -0.738859979
## [136,] -1.111909442
## [137,] -0.739260602
## [138,] -1.043323340
## [139,]  1.120805367
## [140,]  0.628071013
## [141,] -0.182793775
## [142,] -0.019638059
## [143,] -1.382493501
## [144,]  0.570311228
## [145,] -0.295656524
## [146,] -0.110499809
## [147,] -0.143916518
## [148,]  0.329372207
## [149,] -0.781809516
## [150,] -1.130667582
## [151,]  1.584713486
## [152,] -1.348503354
## [153,] -0.818713024
## [154,] -0.404673567
## [155,] -0.148286524
## [156,]  0.779913229
## [157,] -0.361871069
## [158,] -0.263502710
## [159,]  0.383613461
## [160,]  1.584713486
## [161,] -1.130667582
## [162,]  0.311206185
## [163,] -1.310103388
## [164,] -1.163347161
## [165,] -1.002285997
## [166,] -0.888066709
## [167,]  0.925848984
## [168,] -1.052605543
## [169,]  0.272475581
## [170,] -1.085061993
## [171,]  0.319594004
## [172,] -0.935779282
## [173,] -0.045254279
## [174,]  0.114884992
## [175,]  1.584713486
## [176,] -0.683044888
## [177,] -0.019638059
## [178,]  0.935227134
## [179,]  1.584713486
## [180,] -0.993909151
## [181,] -0.436094531
## [182,] -0.295656524
## [183,]  0.159424795
## [184,]  0.935227134
## [185,] -0.766343304
## [186,] -0.307912073
## [187,]  0.844497019
## [188,] -1.248295006
## [189,] -0.143916518
## [190,] -0.019638059
## [191,]  0.677504579
## [192,]  0.023350172
## [193,]  0.632283845
## [194,]  0.178117787
## [195,] -1.248295006
## [196,]  1.584713486
## [197,] -0.856447673
## [198,]  0.038385035
## [199,] -0.567868447
## [200,]  0.935227134
## [201,] -0.608549531
## [202,] -0.645528347
## [203,] -0.143916518
## [204,] -0.562372191
## [205,]  1.222151162
## [206,]  0.178117787
## [207,] -0.462804465
## [208,]  1.584713486
## [209,] -2.012764505
## [210,]  1.210496142
## [211,] -1.304442359
## [212,] -0.051251430
## [213,] -0.865741878
## [214,] -1.221055965
## [215,] -0.587258380
## [216,]  0.624888315
## [217,] -0.432458020
## [218,] -1.113508747
## [219,] -0.474265033
## [220,]  0.570311228
## [221,] -1.096427737
## [222,]  0.632283845
## [223,] -1.214955459
## [224,] -0.056920009
## [225,] -1.111909442
## [226,]  0.386267545
## [227,] -0.618869877
## [228,]  0.560233155
## [229,]  1.584713486
## [230,] -0.093997987
## [231,] -0.683044888
## [232,] -0.143916518
## [233,] -1.248295006
## [234,] -1.321943160
## [235,]  1.210496142
## [236,] -0.148286524
## [237,] -1.676103384
## [238,]  1.584713486
## [239,] -0.054930258
## [240,]  0.331925846
## [241,] -0.400958966
## [242,] -0.539249357
## [243,]  0.628071013
## [244,]  1.584713486
## [245,] -0.589913604
## [246,] -1.194609558
## [247,] -1.063279099
## [248,] -0.766343304
## [249,]  1.210496142
## [250,]  0.925848984
## [251,]  1.210496142
## [252,]  1.210496142
## [253,] -1.287444903
## [254,]  0.001831642
## [255,] -0.659901101
## [256,]  1.584713486
## [257,] -1.088266623
## [258,]  0.853292228
## [259,] -0.991261551
## [260,] -0.019638059
## [261,] -1.393303595
## [262,] -1.021440608
## [263,] -0.766343304
## [264,] -0.634985375
## [265,] -0.865741878
## [266,] -1.776537566
## [267,] -0.474265033
## [268,] -0.445218157
## [269,]  1.584713486
## [270,]  0.566295195
## [271,]  0.319594004
## [272,] -0.148286524
## [273,]  0.844497019
## [274,]  0.154155112
## [275,] -0.370942035
## [276,]  0.844497019
## [277,]  1.584713486
## [278,] -1.171154567
## [279,] -0.571173320
## [280,] -0.180950725
## [281,] -0.019638059
## [282,]  1.584713486
## [283,] -0.019638059
## [284,]  0.112675140
## [285,]  0.265243934
## [286,]  0.329372207
## [287,]  0.213090578
## [288,]  1.222151162
## [289,] -0.655473453
## [290,]  0.570311228
## [291,]  1.210496142
## [292,]  0.563260654
## [293,] -0.019638059
## [294,]  0.219055303
## [295,]  0.219055303
## [296,]  0.364741805
## [297,] -0.259432592
## [298,] -1.426234839
## [299,] -0.738859979
## [300,] -0.019638059
## [301,]  1.120805367
## [302,]  0.754444395
## [303,]  0.383613461
## [304,] -1.177722251
## [305,]  1.584713486
## [306,]  0.628071013
## [307,] -0.180950725
## [308,]  0.154155112
## [309,]  1.584713486
## [310,] -0.471279828
## [311,] -0.019638059
## [312,]  1.584713486
## [313,]  0.114884992
## [314,] -0.148286524
## [315,] -1.230326738
## [316,] -0.959396151
## [317,] -0.019638059
## [318,] -0.081966473
## [319,] -0.672319896
## [320,] -1.294560237
## [321,] -0.019638059
## [322,]  0.776327997
## [323,]  0.219055303
## [324,] -1.171154567
## [325,]  0.853292228
## [326,] -0.019638059
## [327,]  0.018512322
## [328,] -0.329386011
## [329,] -0.766343304
## [330,]  0.624888315
## [331,]  0.935227134
## [332,] -0.182793775
## [333,]  1.222151162
## [334,] -0.915708670
## [335,]  1.120805367
## [336,]  1.125493539
## [337,]  1.222151162
## [338,] -0.019638059
## [339,]  0.114884992
## [340,] -0.844544145
## [341,] -0.769436325
## [342,] -0.437659308
## [343,] -0.287314280
## [344,]  1.584713486
## [345,]  1.584713486
## [346,] -1.237033665
## [347,] -0.096648547
## [348,] -0.587258380
## [349,]  0.563260654
## [350,]  1.125493539
## [351,] -0.297921135
## [352,] -0.935779282
## [353,]  0.159424795
## [354,] -1.171154567
## [355,] -0.655473453
## [356,]  1.210496142
## [357,] -1.049436622
## [358,] -0.443661449
## [359,] -0.955887338
## [360,] -0.276009163
## [361,] -0.676690994
## [362,] -0.525063554
## [363,] -0.593324730
## [364,] -1.653441437
## [365,] -0.403073485
## [366,]  1.584713486
## [367,] -0.370942035
## [368,] -0.182793775
## [369,] -1.730327136
## [370,]  0.332743633
## [371,]  0.287787936
## [372,]  1.584713486
## [373,] -1.530080458
## [374,] -0.293938562
## [375,] -0.866875476
## [376,]  0.383613461
## [377,] -1.094200754
## [378,]  1.584713486
## [379,] -0.182793775
## [380,] -1.213158231
## [381,] -0.019638059
## [382,]  1.584713486
## [383,] -0.019638059
## [384,] -0.255352073
## [385,] -0.249130300
## [386,] -0.914617151
## [387,] -1.545037933
## [388,] -0.053026760
## [389,]  0.925848984
## [390,]  1.125493539
## [391,]  0.159424795
## [392,] -0.738859979
## [393,] -0.295656524
## [394,] -1.111909442
## [395,] -1.138619847
## [396,] -1.081850712
## [397,]  1.584713486
## [398,] -0.681736183
## [399,]  0.224554537
## [400,] -0.009751138
## [401,] -0.659901101
## [402,] -0.766343304
## [403,] -0.224164354
## [404,] -1.635737407
## [405,] -0.569294026
## [406,] -0.539249357
## [407,] -0.661657239
## [408,]  0.700766428
## [409,] -0.999982172
## [410,] -1.129727960
## [411,] -0.631833915
## [412,] -0.655473453
## [413,] -0.763495893
## [414,] -0.885478453
## [415,] -0.597805074
## [416,]  1.120805367
## [417,] -2.239112398
## [418,]  0.853292228
## [419,]  0.114884992
## [420,] -0.148286524
## [421,]  0.041169679
## [422,] -0.019638059
## [423,] -0.331065454
## [424,]  0.844497019
## [425,] -1.118702977
## [426,]  0.857102382
## [427,]  0.175816295
## [428,]  1.584713486
## [429,] -0.143916518
## [430,] -1.211971353
## [431,]  1.120805367
## [432,] -1.110959110
## [433,]  1.120805367
## [434,]  1.125493539
## [435,]  1.584713486
## [436,] -0.143916518
## [437,] -1.349673470
## [438,]  0.548655214
## [439,] -1.022449130
## [440,] -0.295656524
## [441,] -0.331065454
## [442,]  0.925848984
## [443,]  0.311206185
## [444,]  1.125493539
## [445,]  0.120023525
## [446,] -0.914267820
## [447,]  0.072938885
## [448,] -1.417569194
## [449,]  0.624888315
## [450,] -0.148286524
## [451,]  0.541720196
## [452,] -1.652563448
## [453,] -0.766343304
## [454,] -0.625226932
## [455,]  1.120805367
## [456,]  0.278176988
## [457,]  0.935227134
## [458,] -1.244184283
## [459,]  1.584713486
## [460,] -1.205187340
## [461,]  1.210496142
## [462,]  0.624888315
## [463,] -1.618171317
## [464,] -1.310103388
## [465,] -0.007047772
## [466,] -0.864244146
## [467,] -0.631833915
## [468,]  1.584713486
## [469,] -0.962059598
## [470,] -0.953816195
## [471,] -0.019638059
## [472,]  1.584713486
## [473,] -2.201655677
## [474,]  1.584713486
## [475,] -0.195939716
## [476,] -0.019638059
## [477,]  1.584713486
## [478,] -0.143916518
## [479,] -0.019638059
## [480,] -0.530710023
## [481,]  0.311206185
## [482,] -0.331065454
## [483,]  1.584713486
## [484,] -0.650325770
## [485,] -0.182793775
## [486,]  1.584713486
## [487,]  0.617535063
## [488,]  0.700766428
## [489,] -0.434528082
## [490,] -1.022126617
## [491,]  0.166997423
## [492,]  1.584713486
## [493,] -0.259432592
## [494,]  0.853292228
## [495,]  0.383613461
## [496,]  0.278176988
## [497,]  1.120805367
## [498,]  0.380118162
## [499,] -1.287762744
## [500,] -1.405801997
## [501,] -0.019638059
## [502,] -0.404673567
## [503,]  1.222151162
## [504,] -0.767960480
## [505,]  1.584713486
## [506,] -1.539775449
## [507,]  0.120023525
## [508,] -0.184634747
## [509,] -1.529632476
## [510,]  1.222151162
## [511,] -0.766343304
## [512,] -1.155570401
## [513,]  1.584713486
## [514,] -1.217608583
## [515,]  1.210496142
## [516,]  1.584713486
## [517,]  0.617535063
## [518,]  0.853292228
## [519,]  0.161701893
## [520,] -0.019638059
## [521,] -0.339177828
## [522,] -0.542623670
## [523,] -0.400887655
## [524,] -0.143916518
## [525,]  1.584713486
## [526,] -0.019638059
## [527,] -1.050425736
## [528,] -1.452410540
## [529,] -0.263502710
## [530,] -0.889180802
## [531,]  0.021263003
## [532,]  1.120805367
## [533,] -1.189299874
## [534,] -1.083853027
## [535,] -0.532174535
## [536,] -0.569294026
## [537,]  1.584713486
## [538,] -0.791661898
## [539,] -0.930050749
## [540,] -0.148286524
## [541,]  0.844497019
## [542,] -1.469819658
## [543,]  0.329372207
## [544,] -2.462647981
## [545,]  1.584713486
## [546,]  0.085826183
## [547,]  0.370823679
## [548,] -0.860234547
## [549,] -0.978113943
## [550,]  0.112675140
## [551,]  1.584713486
## [552,]  1.584713486
## [553,]  0.329372207
## [554,] -0.683044888
## [555,] -0.293938562
## [556,]  1.584713486
## [557,] -0.567868447
## [558,]  0.853292228
## [559,]  0.848280800
## [560,] -1.381641039
## [561,]  1.120805367
## [562,] -0.556171859
## [563,] -1.103483425
## [564,]  1.584713486
## [565,] -0.263502710
## [566,] -1.844343774
## [567,]  0.114884992
## [568,]  0.566295195
## [569,] -0.014912182
## [570,] -0.408378942
## [571,]  1.584713486
## [572,] -0.019638059
## [573,]  0.224554537
## [574,] -0.659901101
## [575,] -0.439222416
## [576,] -0.295656524
## [577,] -1.298774938
## [578,] -1.376382644
## [579,]  0.925848984
## [580,]  0.377475765
## [581,] -0.839183054
## [582,] -1.253282453
## [583,]  0.267686775
## [584,]  1.584713486
## [585,]  0.031401920
## [586,]  1.584713486
## [587,] -1.022449130
## [588,] -0.191695292
## [589,]  1.584713486
## [590,]  0.779913229
## [591,]  0.280370669
## [592,] -0.671000373
## [593,]  1.222151162
## [594,]  1.222151162
## [595,]  1.584713486
## [596,]  0.074413176
## [597,] -0.019638059
## [598,] -0.143916518
## [599,] -0.009751138
## [600,] -0.710510757
## [601,]  0.114884992
## [602,]  0.311206185
## [603,] -0.019638059
## [604,]  0.383613461
## [605,] -0.143916518
## [606,]  0.844497019
## [607,] -0.231823448
## [608,] -0.884361155
## [609,]  0.541720196
## [610,] -0.293938562
## [611,] -0.141425048
## [612,] -1.486119794
## [613,]  0.175816295
## [614,]  1.584713486
## [615,]  0.145101595
## [616,] -0.101544371
## [617,] -1.248295006
## [618,]  1.210496142
## [619,] -0.329386011
## [620,]  0.181160745
## [621,]  1.584713486
## [622,]  1.210496142
## [623,] -0.367143239
## [624,] -1.086993364
## [625,]  0.126349837
## [626,] -0.076080349
## [627,] -0.878578534
## [628,] -1.409434990
## [629,] -0.600530606
## [630,]  1.584713486
## [631,] -0.741762721
## [632,] -1.067044059
## [633,]  0.848280800
## [634,] -0.818713024
## [635,]  0.383613461
## [636,]  0.916539209
## [637,] -1.689612051
## [638,]  0.853292228
## [639,] -1.624398936
## [640,] -0.021670996
## [641,]  1.584713486
## [642,] -1.703905054
## [643,]  1.584713486
## [644,]  0.287787936
## [645,] -0.708762393
## [646,]  1.584713486
## [647,] -0.594564560
## [648,]  1.584713486
## [649,] -0.463296061
## [650,]  0.159424795
## [651,]  0.935227134
## [652,] -0.295656524
## [653,]  1.210496142
## [654,] -1.251414231
## [655,]  0.624888315
## [656,]  0.120023525
## [657,] -0.542623670
## [658,]  1.584713486
## [659,] -0.019638059
## [660,]  0.224554537
## [661,] -0.019638059
## [662,]  0.383613461
## [663,] -0.864607277
## [664,]  0.548655214
## [665,]  1.584713486
## [666,] -0.658568990
## [667,] -0.884361155
## [668,] -1.249180082
## [669,]  1.120805367
## [670,]  0.383613461
## [671,]  1.210496142
## [672,]  1.222151162
## [673,] -1.321533785
## [674,]  1.584713486
## [675,] -1.321943160
## [676,]  0.120023525
## [677,] -0.463296061
## [678,] -0.584443211
## [679,] -0.714290057
## [680,]  1.584713486
## [681,]  1.584713486
## [682,]  0.925848984
## [683,]  0.159424795
## [684,]  1.584713486
## [685,]  1.584713486
## [686,] -0.555711639
## [687,] -0.019638059
## [688,]  0.039059444
## [689,]  1.584713486
## [690,]  0.267686775
## [691,] -0.145801676
## [692,] -0.182793775
## [693,] -0.510026950
## [694,]  1.584713486
## [695,] -0.019638059
## [696,]  1.584713486
## [697,]  0.925848984
## [698,]  0.250271224
## [699,] -0.684352277
## [700,]  1.120805367
## [701,] -1.540628676
## [702,] -0.019638059
## [703,] -0.299634756
## [704,] -0.372576618
## [705,] -0.766343304
## [706,] -1.098739987
## [707,] -0.329386011
## [708,] -0.686075843
## [709,]  0.624888315
## [710,] -0.331065454
## [711,] -1.113162903
## [712,] -0.063508519
## [713,] -0.872715254
## [714,]  1.222151162
## [715,] -0.061526720
## [716,]  1.584713486
## [717,] -0.148286524
## [718,] -1.829304206
## [719,] -0.148286524
## [720,] -2.220606119
## [721,] -0.770407098
## [722,]  1.584713486
## [723,]  1.584713486
## [724,] -1.114111950
## [725,] -0.913175094
## [726,] -0.530241252
## [727,] -0.180950725
## [728,] -0.295656524
## [729,]  0.925848984
## [730,]  0.120023525
## [731,] -0.295656524
## [732,]  1.584713486
## [733,] -0.414501201
## [734,] -1.126303558
## [735,]  0.624888315
## [736,]  1.222151162
## [737,] -0.096648547
## [738,]  0.031401920
## [739,] -0.675375885
## [740,]  0.560233155
## [741,]  0.779913229
## [742,] -0.019638059
## [743,] -0.019638059
## [744,] -0.979368739
## [745,] -1.748910898
## [746,]  0.548655214
## [747,]  1.584713486
## [748,] -0.182793775
## [749,]  1.584713486
## [750,] -0.014912182
## [751,] -0.182793775
## [752,] -1.517880678
## [753,]  0.620699604
## [754,] -0.683521379
## [755,] -0.835832093
## [756,] -0.136646535
## [757,]  0.844497019
## [758,]  0.570311228
## [759,] -0.571173320
## [760,]  1.584713486
## [761,]  1.584713486
## [762,]  0.120023525
## [763,] -0.659901101
## [764,]  0.311206185
## [765,]  0.120023525
## [766,] -1.039702387
## [767,]  0.925848984
## [768,] -0.365502800
## [769,] -0.766343304
## [770,] -0.540704895
## [771,]  0.844497019
## [772,]  1.584713486
## [773,]  0.334484072
## [774,]  0.502761384
## [775,]  0.159424795
## [776,]  1.210496142
## [777,] -0.572595452
## [778,]  0.387117565
## [779,]  0.925848984
## [780,]  0.563260654
## [781,] -0.004996577
## [782,]  1.584713486
## [783,] -0.913175094
## [784,]  1.584713486
## [785,]  0.844497019
## [786,]  1.584713486
## [787,] -0.400958966
## [788,]  1.210496142
## [789,]  0.624888315
## [790,] -0.263502710
## [791,]  0.437296346
## [792,]  1.222151162
## [793,]  1.210496142
## [794,] -0.019638059
## [795,]  1.222151162
## [796,] -0.790459410
## [797,]  1.120805367
## [798,]  1.584713486
## [799,]  1.584713486
## [800,] -0.579465722
## [801,] -0.143916518
## [802,]  0.311206185
## [803,]  1.120805367
## [804,] -0.014912182
## [805,] -0.923726814
## [806,]  0.624888315
## [807,]  1.125493539
## [808,] -0.569294026
## [809,] -0.259432592
## [810,] -0.597296654
## [811,] -0.367143239
## [812,]  1.584713486
## [813,] -1.798071278
## [814,]  0.848280800
## [815,]  0.136002432
## [816,]  0.317062286
## [817,]  0.844497019
## [818,] -1.160347443
## [819,]  1.210496142
## [820,] -0.766343304
## [821,] -1.539775449
## [822,]  0.317062286
## [823,] -0.182793775
## [824,]  0.935227134
## [825,]  0.383613461
## [826,] -0.559045957
## [827,]  1.584713486
## [828,] -0.434026677
## [829,] -1.248295006
## [830,] -0.038592104
## [831,]  0.114884992
## [832,] -0.604390917
## [833,] -1.072193397
## [834,] -0.200173102
## [835,]  0.166997423
## [836,] -0.675375885
## [837,] -0.843021365
## [838,]  1.584713486
## [839,]  0.335303331
## [840,] -1.326124245
## [841,]  0.624888315
## [842,] -1.172366025
## [843,]  0.844497019
## [844,] -0.485390501
## [845,] -0.863108218
## [846,]  0.383613461
## [847,]  1.120805367
## [848,] -1.239883554
## [849,]  0.925848984
## [850,] -0.148286524
## [851,]  0.563260654
## [852,]  0.563260654
## [853,] -0.019638059
## [854,]  1.584713486
## [855,]  0.164712504
## [856,]  0.164712504
## [857,] -0.295656524
## [858,] -1.104133034
## [859,] -1.029654898
## [860,] -0.626161826
## [861,] -1.022449130
## [862,]  0.016431353
## [863,] -1.437542445
## [864,] -0.019638059
## [865,]  0.383613461
## [866,]  1.584713486
## [867,] -0.297921135
## [868,] -0.203407496
## [869,]  1.222151162
## [870,] -0.150166677
## [871,]  0.267686775
## [872,] -0.647640682
## [873,]  0.925848984
## [874,] -0.766343304
## [875,] -0.331065454
## [876,]  0.511154372
## [877,] -0.403073485
## [878,] -0.741762721
## [879,] -0.259432592
## [880,] -1.329533841
## [881,]  0.176804772
## [882,]  0.692965173
## [883,] -0.019638059
## [884,]  0.935227134
## [885,]  0.685211430
## [886,] -0.329386011
## [887,]  1.584713486
## [888,] -1.031979996
## [889,]  0.437296346
## [890,] -0.182793775
## [891,] -0.099820586
## [892,]  1.584713486
## [893,]  0.916539209
## [894,]  0.548655214
## [895,]  0.844497019
## [896,]  0.844497019
## [897,]  0.136002432
## [898,] -0.019638059
## [899,]  1.584713486
## [900,]  1.584713486
## [901,]  0.319594004
## [902,] -1.193702256
## [903,] -1.289189217
## [904,]  0.265243934
## [905,] -1.321943160
## [906,] -0.341380098
## [907,]  1.584713486
## [908,]  1.584713486
## [909,]  1.584713486
## [910,] -0.919673807
## [911,] -0.337507175
## [912,] -0.864607277
## [913,]  1.584713486
## [914,]  0.776327997
## [915,] -0.180950725
## [916,] -0.656808709
## [917,] -2.583481696
## [918,] -0.686075843
## [919,] -0.148286524
## [920,]  1.210496142
## [921,] -0.673696689
## [922,] -0.054930258
## [923,]  0.021263003
## [924,]  0.628071013
## [925,]  0.848280800
## [926,]  0.370823679
## [927,] -1.152831458
## [928,] -1.248295006
## [929,]  0.383613461
## [930,] -0.658568990
## [931,] -1.108752318
## [932,]  0.120023525
## [933,] -0.291668212
## [934,]  0.221423332
## [935,]  1.222151162
## [936,]  0.548655214
## [937,]  1.584713486
## [938,]  1.584713486
## [939,]  1.584713486
## [940,]  0.207632975
## [941,]  0.038385035
## [942,]  1.584713486
## [943,]  0.935227134
## [944,] -0.019638059
## [945,]  1.584713486
## [946,] -0.295656524
## [947,] -1.546745958
## [948,] -1.401372929
## [949,] -0.658568990
## [950,] -0.019638059
## [951,]  1.584713486
## [952,] -0.569294026
## [953,] -0.034469127
## [954,]  0.383613461
## [955,]  0.925848984
## [956,]  0.021263003
## [957,] -0.564555558
## [958,]  0.700766428
## [959,] -1.539775449
## [960,] -0.683044888
mirt::itemfit(DGS_IRT_2)
##     item   S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_10 67.108      37      0.029  0.002
## 2 DGS_26 65.779      45      0.022  0.023
## 3 DGS_41 81.294      49      0.026  0.003
## 4 DGS_57 67.430      43      0.024  0.010
## 5 DGS_69 84.081      45      0.030  0.000
mirt::personfit(DGS_IRT_2)
##          outfit     z.outfit       infit      z.infit            Zh
## 1    0.31705563 -1.124902638  0.31026399 -1.070124987  1.0890324484
## 2    0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 3    1.10202089  0.375466128  1.02746753  0.281678068  0.0654964146
## 4    2.91253305  2.058812921  4.01586126  2.646719849 -2.1392907064
## 5    0.39542710 -1.085602832  0.43228306 -0.973242631  1.1847506253
## 6    0.38906718 -0.911647146  0.52844990 -0.553239590  0.7398767952
## 7    0.18353582 -1.602975398  0.19854547 -1.451788302  1.2403733164
## 8    1.45030800  0.779554077  1.62075982  0.949880070 -0.4846015936
## 9    0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 10   0.35690106 -1.103998631  0.31979894 -1.252745583  0.5010050913
## 11   1.40863007  0.770061083  1.52640518  0.872559351 -0.7639944009
## 12   2.10991703  1.468446824  1.94917690  1.266581199 -1.6493655013
## 13   0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 14   1.15518664  0.443902439  1.08620895  0.356581466 -0.2934032681
## 15   0.31453363 -1.236366084  0.38396079 -1.052541512  1.1073920041
## 16   1.97471280  1.365895931  2.61053819  1.810196068 -1.3660423100
## 17   0.65009237 -0.388786631  0.55169075 -0.513519719  0.6614816576
## 18   1.19224378  0.494463827  1.08066926  0.348562753 -0.3768083510
## 19   1.02305918  0.266751123  1.40045620  0.736711366  0.3064535542
## 20   0.99144493  0.174940905  1.13250245  0.412647340 -0.1833949019
## 21   1.27935834  0.599603242  1.55620681  0.904251749 -0.5844923556
## 22   0.78373977 -0.097477665  0.78987890 -0.075574043  0.3668105904
## 23   0.67221006 -0.329040315  0.59319093 -0.507364560  0.5167053857
## 24   0.60473290 -0.436639884  0.58033072 -0.432456196  0.5695597082
## 25   1.79407956  1.173925296  2.01002212  1.320305966 -1.5393221522
## 26   0.36317130 -1.320451382  0.48792082 -0.930430393  0.9349776755
## 27   0.25584864 -1.424929272  0.27760651 -1.383195930  1.0376026185
## 28   0.66317267 -0.265128164  0.72145098 -0.163936774  0.4234425117
## 29   0.66317267 -0.265128164  0.72145098 -0.163936774  0.4234425117
## 30   0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 31   0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 32   1.26899237  0.575287582  1.72258768  1.028096971 -0.3276662205
## 33   0.70866756 -0.156452929  0.76560291 -0.083797235  0.2589480025
## 34   0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 35   2.16116742  1.518555186  2.07145987  1.373486900 -1.6171920515
## 36   0.60077857 -0.479904672  0.51411702 -0.585620201  0.4379253047
## 37   0.40655366 -0.931471781  0.36506871 -0.938317454  0.9881041644
## 38   0.39040235 -0.974626643  0.50270977 -0.605174887  1.0395177733
## 39   1.83412598  1.189357305  1.97000839  1.297864545 -1.2886235183
## 40   0.40280645 -0.932393635  0.34767829 -1.116461701  0.6700661522
## 41   0.14850800 -1.756304481  0.16232568 -1.618260722  1.2091742101
## 42   0.85682664  0.011987174  0.82967971 -0.032681809  0.2088588845
## 43   1.96107550  1.445800651  1.82439280  1.287940590 -2.3264873445
## 44   0.43914420 -0.657409150  0.47717149 -0.609890345  0.6488852722
## 45   0.21494392 -1.472276795  0.20997925 -1.450330374  0.9556836014
## 46   0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 47   0.54050630 -0.577066930  0.52691253 -0.542381249  0.6947552567
## 48   4.41717320  3.126791493  4.45482317  2.934272278 -3.8737564922
## 49   0.32381539 -1.099161872  0.34404783 -0.973756628  0.9727614603
## 50   0.30827098 -1.175065491  0.28511663 -1.162016196  0.8914180754
## 51   3.13001405  2.266439071  2.77773231  2.038422579 -2.1935157185
## 52   0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 53   0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 54   0.30841913 -1.408896886  0.28790760 -1.457515886  1.4554434194
## 55   0.10217974 -2.041976081  0.13862520 -1.719558349  1.3687764104
## 56   0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 57   0.04305355 -2.893816595  0.04288668 -2.908746916  1.2203658626
## 58   0.73540752 -0.223735035  0.80601896 -0.106695890  0.2911290587
## 59   0.14850800 -1.756304481  0.16232568 -1.618260722  1.2091742101
## 60   0.39692811 -0.894066367  0.42002903 -0.807110877  0.6956945431
## 61   0.71842582 -0.206066480  0.68583031 -0.242031214  0.0952125164
## 62   0.19804122 -1.772088550  0.23055401 -1.640521731  1.3027558500
## 63   0.72116250 -0.238805160  0.73702579 -0.223047169  0.2942411868
## 64   0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 65   0.69949021 -0.258602562  0.84268608  0.017603025  0.4883777218
## 66   0.33261770 -1.352344104  0.33367137 -1.309244870  1.2768507858
## 67   0.18233625 -1.821711468  0.20380603 -1.743701305  1.1599718871
## 68   0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 69   1.81482489  1.188495922  1.64796110  0.986296286 -0.8508252048
## 70   1.97471280  1.365895931  2.61053819  1.810196068 -1.3660423100
## 71   0.66317267 -0.265128164  0.72145098 -0.163936774  0.4234425117
## 72   0.96562599  0.178993711  0.69180504 -0.277318291  0.2971676688
## 73   0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 74   0.40562017 -0.883520885  0.32563147 -1.090209707  0.9138702463
## 75   0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 76   0.96367594  0.179829291  0.80973204 -0.031646078 -0.2835949384
## 77   1.28505616  0.612990025  1.37147041  0.700995222 -0.5754888087
## 78   0.50587158 -0.648324625  0.49283714 -0.620051386  0.4480501220
## 79   0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 80   0.14250397 -1.849816777  0.11293639 -2.027883032  1.1558136684
## 81   0.10217974 -2.041976081  0.13862520 -1.719558349  1.3687764104
## 82   0.32559474 -1.176890460  0.27326496 -1.215730455  1.1588973812
## 83   0.81696395 -0.049784116  1.08236174  0.347741420  0.4860262853
## 84   1.38299911  0.720634582  1.12165140  0.404369034 -0.6007501376
## 85   0.31705563 -1.124902638  0.31026399 -1.070124987  1.0890324484
## 86   0.86253003  0.003048843  0.99881789  0.237642518 -0.0682227028
## 87   1.41788088  0.816908625  1.50477710  0.920001442 -1.4609045854
## 88   1.32914611  0.662727179  1.32129741  0.653849393 -0.4054677406
## 89   2.77849803  2.035186597  3.38478315  2.502586239 -2.8640266449
## 90   0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 91   0.44296148 -0.771393918  0.65616150 -0.290741986  0.7626506479
## 92   0.20903299 -1.653520988  0.20782383 -1.695188181  1.0507930150
## 93   0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 94   0.29235149 -1.189041866  0.29298700 -1.128038049  1.0326280956
## 95   0.81349771  0.130672097  0.83693608  0.061065084  0.2313987667
## 96   1.27194042  0.596631227  1.13583633  0.417104097 -0.5565100176
## 97   0.07011696 -2.351383130  0.06138624 -2.464066893  1.2390924850
## 98   1.07516158  0.335281442  1.09565890  0.362662093  0.0067514685
## 99   0.43914420 -0.657409150  0.47717149 -0.609890345  0.6488852722
## 100  1.92724006  1.316166647  1.81739025  1.153926642 -1.2971021271
## 101  1.18674977  0.498333974  1.21944071  0.544955208 -0.0655637404
## 102  0.44296148 -0.771393918  0.65616150 -0.290741986  0.7626506479
## 103  1.87402994  1.373259907  1.84698991  1.322183040 -1.9107195143
## 104  0.65208000 -0.386002755  0.68013873 -0.345103372  0.5798807449
## 105  0.78801926 -0.122757027  0.86862990  0.005915637  0.0645589619
## 106  0.24753064 -1.364610391  0.21154224 -1.477783460  0.8659571912
## 107  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 108  0.50881607 -0.702611336  0.56144180 -0.600332016  0.8825249533
## 109  0.35251343 -1.306427997  0.34729009 -1.276985317  1.1380921492
## 110  2.43400923  1.686130909  3.33162624  2.252459415 -1.6475417149
## 111  0.96893114  0.190283476  1.02383961  0.272760433  0.1665437576
## 112  0.47955117 -0.807884000  0.53210659 -0.689959175  0.8473755056
## 113  1.23897776  0.562420134  1.25764617  0.588920106 -0.2922914122
## 114  0.14850800 -1.756304481  0.16232568 -1.618260722  1.2091742101
## 115  0.11341852 -2.301381104  0.11162283 -2.303131396  0.8754145100
## 116  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 117  0.29235149 -1.189041866  0.29298700 -1.128038049  1.0326280956
## 118  0.57218779 -0.631331157  0.56794054 -0.631374132  0.7808134686
## 119  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 120  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 121  0.32559474 -1.176890460  0.27326496 -1.215730455  1.1588973812
## 122  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 123  0.24753064 -1.364610391  0.21154224 -1.477783460  0.8659571912
## 124  0.98698730  0.217209096  0.88468572  0.076585207  0.1182155569
## 125  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 126  0.07011696 -2.351383130  0.06138624 -2.464066893  1.2390924850
## 127  0.51366636 -0.652664950  0.68294277 -0.312635674  0.9575392632
## 128  1.49865612  0.861537394  1.81890258  1.149614240 -0.9675920374
## 129  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 130  3.99811120  3.115832232  3.73659639  2.903644403 -7.4118135999
## 131  1.26899237  0.575287582  1.72258768  1.028096971 -0.3276662205
## 132  0.30827098 -1.175065491  0.28511663 -1.162016196  0.8914180754
## 133  5.61127635  3.752277638  5.35157156  3.371527993 -4.4661559690
## 134  0.35555699 -1.092297213  0.35379627 -1.129648935  0.7431525608
## 135  0.62716728 -0.401893649  0.82298722 -0.051345109  0.8406850192
## 136  0.09773936 -2.307789156  0.09061976 -2.396145978  1.0646377693
## 137  1.19589964  0.497419665  1.22175494  0.531366067 -1.0553578847
## 138  0.57361312 -0.559280108  0.57467730 -0.574572012  0.6843877108
## 139  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 140  0.50587158 -0.648324625  0.49283714 -0.620051386  0.4480501220
## 141  0.18353582 -1.602975398  0.19854547 -1.451788302  1.2403733164
## 142  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 143  0.27934451 -1.545943369  0.28987245 -1.463947539  1.1170235439
## 144  0.44896515 -0.806905385  0.42788042 -0.778173231  0.6609481164
## 145  0.14850800 -1.756304481  0.16232568 -1.618260722  1.2091742101
## 146  0.68559138 -0.274463249  0.70556355 -0.201855035  0.4001823524
## 147  0.10217974 -2.041976081  0.13862520 -1.719558349  1.3687764104
## 148  0.93904427  0.125256605  0.99930887  0.237969690 -0.0235741898
## 149  1.42917061  0.783183988  1.53072048  0.903707944 -0.5716392352
## 150  0.18233625 -1.821711468  0.20380603 -1.743701305  1.1599718871
## 151  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 152  1.08404409  0.336387549  0.93268478  0.091096506 -0.1463025002
## 153  0.51366636 -0.652664950  0.68294277 -0.312635674  0.9575392632
## 154  0.25540999 -1.318046278  0.23528268 -1.346930745  1.0102756514
## 155  0.31705563 -1.124902638  0.31026399 -1.070124987  1.0890324484
## 156  0.66317267 -0.265128164  0.72145098 -0.163936774  0.4234425117
## 157  2.20937659  1.518296777  2.14871875  1.440589063 -1.2144389267
## 158  0.29235149 -1.189041866  0.29298700 -1.128038049  1.0326280956
## 159  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 160  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 161  0.18233625 -1.821711468  0.20380603 -1.743701305  1.1599718871
## 162  0.65077733 -0.387264506  0.66684948 -0.289555586  0.7121293016
## 163  0.47078090 -0.895742183  0.46058940 -0.907099539  0.8788339275
## 164  1.66752687  1.092162838  1.71310742  1.147993543 -0.8789901676
## 165  0.31453363 -1.236366084  0.38396079 -1.052541512  1.1073920041
## 166  0.55431216 -0.571321871  0.67545320 -0.337260817  0.5704765701
## 167  0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 168  2.92880529  2.200545999  3.02284407  2.302088457 -2.4229442342
## 169  1.41873340  0.781765276  1.84009574  1.181166152 -0.6616690381
## 170  0.31224869 -1.277417610  0.35413937 -1.165783524  1.1805671149
## 171  0.82428156 -0.064182319  0.73923154 -0.161940926  0.2103972096
## 172  0.14115286 -1.930457316  0.14498815 -1.958535450  0.9771843420
## 173  2.28602546  1.606150265  2.28431467  1.539924657 -1.7497967936
## 174  0.39040235 -0.974626643  0.50270977 -0.605174887  1.0395177733
## 175  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 176  0.14250397 -1.849816777  0.11293639 -2.027883032  1.1558136684
## 177  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 178  1.26899237  0.575287582  1.72258768  1.028096971 -0.3276662205
## 179  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 180  1.13450795  0.415302103  1.15684390  0.446403512 -0.1768130681
## 181  0.39692811 -0.894066367  0.42002903 -0.807110877  0.6956945431
## 182  0.14850800 -1.756304481  0.16232568 -1.618260722  1.2091742101
## 183  0.32559474 -1.176890460  0.27326496 -1.215730455  1.1588973812
## 184  1.26899237  0.575287582  1.72258768  1.028096971 -0.3276662205
## 185  0.07011696 -2.351383130  0.06138624 -2.464066893  1.2390924850
## 186  0.86559839  0.037171063  0.70194206 -0.212668004  0.1822865139
## 187  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 188  0.11341852 -2.301381104  0.11162283 -2.303131396  0.8754145100
## 189  0.10217974 -2.041976081  0.13862520 -1.719558349  1.3687764104
## 190  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 191  3.17028478  2.224644808  3.51595938  2.369310669 -2.4526762291
## 192  0.60044529 -0.457736998  0.64647027 -0.311762239  0.4456287777
## 193  0.96019160  0.173330085  1.19447250  0.494114089  0.0211206603
## 194  0.80918426 -0.084137408  0.69257169 -0.238214937  0.1429485636
## 195  0.11341852 -2.301381104  0.11162283 -2.303131396  0.8754145100
## 196  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 197  1.10287904  0.372607375  1.09318566  0.357516045 -0.1811195862
## 198  0.88657366  0.054434875  0.82053558 -0.018792693 -0.1183583359
## 199  0.34507609 -1.053918408  0.28232438 -1.234254891  0.8871851022
## 200  1.26899237  0.575287582  1.72258768  1.028096971 -0.3276662205
## 201  5.00974359  3.305652637  5.16622557  3.368407980 -5.4890040392
## 202  3.45952289  2.453526805  2.86734868  2.054466360 -2.9506587371
## 203  0.10217974 -2.041976081  0.13862520 -1.719558349  1.3687764104
## 204  0.71294214 -0.226872728  0.72759171 -0.194438020  0.2514652509
## 205  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 206  0.80918426 -0.084137408  0.69257169 -0.238214937  0.1429485636
## 207  1.97522337  1.321211913  1.85958378  1.200785755 -1.0917206432
## 208  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 209  2.40380621  1.961777811  3.26240695  2.833987495 -3.4617211785
## 210  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 211  0.67914776 -0.394781227  0.67239793 -0.399648458  0.5867248450
## 212  5.62381783  3.601245639  5.56859419  3.399984102 -4.6670569818
## 213  0.17892431 -1.713892780  0.17964034 -1.751532960  1.0707295128
## 214  1.37546311  0.747964507  1.25417934  0.585446163 -0.1954190726
## 215  1.04746859  0.298974862  1.10137630  0.373528589 -0.0398739073
## 216  0.30827098 -1.175065491  0.28511663 -1.162016196  0.8914180754
## 217  0.21494392 -1.472276795  0.20997925 -1.450330374  0.9556836014
## 218  1.81844295  1.245519511  1.69060913  1.116894527 -0.5661084432
## 219  0.52008442 -0.602254225  0.47506608 -0.683588423  0.6900120606
## 220  0.44896515 -0.806905385  0.42788042 -0.778173231  0.6609481164
## 221  0.89874066  0.051995794  0.83411929 -0.065122110 -0.2063780353
## 222  0.96019160  0.173330085  1.19447250  0.494114089  0.0211206603
## 223  0.99534585  0.200291888  1.03280578  0.259749946 -0.2832021066
## 224  0.60473290 -0.436639884  0.58033072 -0.432456196  0.5695597082
## 225  0.09773936 -2.307789156  0.09061976 -2.396145978  1.0646377693
## 226  1.29759127  0.632445265  1.18697383  0.485025107 -0.6296084911
## 227  0.74678909 -0.170258796  0.99140806  0.219505121  0.4683683635
## 228  1.16673682  0.459396203  1.25602021  0.568422487 -0.2250635561
## 229  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 230  2.01471201  1.363876975  2.16654146  1.443781311 -1.1502198802
## 231  0.14250397 -1.849816777  0.11293639 -2.027883032  1.1558136684
## 232  0.10217974 -2.041976081  0.13862520 -1.719558349  1.3687764104
## 233  0.11341852 -2.301381104  0.11162283 -2.303131396  0.8754145100
## 234  0.24506638 -1.654546031  0.23545145 -1.666100199  0.7175021116
## 235  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 236  0.31705563 -1.124902638  0.31026399 -1.070124987  1.0890324484
## 237  0.17760253 -2.113806425  0.14332194 -2.292729622  1.5479303681
## 238  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 239  0.76459360 -0.139309238  0.73863052 -0.147375535  0.2935093478
## 240  1.19216766  0.494358555  1.18916935  0.487755710 -0.3258311291
## 241  0.38906718 -0.911647146  0.52844990 -0.553239590  0.7398767952
## 242  0.52892919 -0.588920527  0.55294553 -0.525374076  0.6394738818
## 243  0.50587158 -0.648324625  0.49283714 -0.620051386  0.4480501220
## 244  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 245  1.60641373  0.970456960  2.26151546  1.573547728 -0.7486753892
## 246  0.90791585  0.057365892  0.90145835  0.045173914  0.4374795618
## 247  1.65987962  1.066152547  1.43692755  0.815846464 -1.6521623442
## 248  0.07011696 -2.351383130  0.06138624 -2.464066893  1.2390924850
## 249  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 250  0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 251  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 252  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 253  0.58676196 -0.596482903  0.59637484 -0.564942813  0.8645308270
## 254  2.27580672  1.606760438  2.15106879  1.435973864 -1.6759729914
## 255  0.20883482 -1.536573735  0.17899154 -1.667642009  1.1605785037
## 256  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 257  0.62721500 -0.453814819  0.57815363 -0.574754692  0.1740370224
## 258  0.43914420 -0.657409150  0.47717149 -0.609890345  0.6488852722
## 259  1.12429599  0.401064330  0.93013467  0.105378637  0.1857434746
## 260  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 261  0.31875990 -1.402444285  0.31760418 -1.365534274  0.6297733650
## 262  0.49585389 -0.734209703  0.54392652 -0.640960893  0.6918350567
## 263  0.07011696 -2.351383130  0.06138624 -2.464066893  1.2390924850
## 264  0.87480844  0.041747289  0.74940101 -0.165499634  0.2087264024
## 265  0.17892431 -1.713892780  0.17964034 -1.751532960  1.0707295128
## 266  1.94182707  1.496460879  2.14127140  1.736764498 -1.1863365697
## 267  0.52008442 -0.602254225  0.47506608 -0.683588423  0.6900120606
## 268  0.73608341 -0.179103853  0.64946613 -0.320035761  0.2130509066
## 269  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 270  1.70607060  1.087257127  1.66793836  1.011274413 -0.9702917644
## 271  0.82428156 -0.064182319  0.73923154 -0.161940926  0.2103972096
## 272  0.31705563 -1.124902638  0.31026399 -1.070124987  1.0890324484
## 273  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 274  1.04156978  0.284361488  1.11927833  0.399854602  0.0348073487
## 275  0.54608776 -0.538980767  0.68446951 -0.248277125  0.5385101619
## 276  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 277  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 278  0.19804122 -1.772088550  0.23055401 -1.640521731  1.3027558500
## 279  0.51033675 -0.633340705  0.51015877 -0.624384312  0.6299622367
## 280  0.32381539 -1.099161872  0.34404783 -0.973756628  0.9727614603
## 281  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 282  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 283  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 284  0.92386206  0.108503245  1.02551898  0.276776577  0.1484499436
## 285  1.32149571  0.662302281  1.36428667  0.695099481 -0.4067624162
## 286  0.93904427  0.125256605  0.99930887  0.237969690 -0.0235741898
## 287  1.92483109  1.323244803  2.31881286  1.587925426 -1.4647087941
## 288  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 289  0.42295858 -0.852492279  0.44418034 -0.799407980  0.6135954813
## 290  0.44896515 -0.806905385  0.42788042 -0.778173231  0.6609481164
## 291  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 292  0.47008312 -0.757183688  0.51826303 -0.573275593  0.7071747441
## 293  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 294  0.69930028 -0.286773306  0.61729666 -0.378934391  0.3366006544
## 295  0.69930028 -0.286773306  0.61729666 -0.378934391  0.3366006544
## 296  0.73649673 -0.221385939  0.62155500 -0.374753228  0.4091121339
## 297  0.44296148 -0.771393918  0.65616150 -0.290741986  0.7626506479
## 298  1.32117959  0.691543749  1.21696236  0.537035620 -0.7733965147
## 299  0.62716728 -0.401893649  0.82298722 -0.051345109  0.8406850192
## 300  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 301  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 302  1.55797598  0.894719419  1.09274476  0.369124282 -0.2348867008
## 303  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 304  0.80150989 -0.128552318  0.79779123 -0.138329491  0.7033256663
## 305  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 306  0.50587158 -0.648324625  0.49283714 -0.620051386  0.4480501220
## 307  0.32381539 -1.099161872  0.34404783 -0.973756628  0.9727614603
## 308  1.04156978  0.284361488  1.11927833  0.399854602  0.0348073487
## 309  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 310  1.02305918  0.266751123  1.40045620  0.736711366  0.3064535542
## 311  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 312  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 313  0.39040235 -0.974626643  0.50270977 -0.605174887  1.0395177733
## 314  0.31705563 -1.124902638  0.31026399 -1.070124987  1.0890324484
## 315  0.55267048 -0.660214409  0.52667523 -0.721721603  0.7583389589
## 316  0.78801926 -0.122757027  0.86862990  0.005915637  0.0645589619
## 317  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 318  3.39604217  2.400220918  3.36024379  2.275631027 -3.3020888299
## 319  1.22059077  0.528724996  1.25992493  0.578392916 -0.0611161205
## 320  0.98221691  0.173759429  0.87399366 -0.008661909  0.3157955079
## 321  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 322  1.45030800  0.779554077  1.62075982  0.949880070 -0.4846015936
## 323  0.69930028 -0.286773306  0.61729666 -0.378934391  0.3366006544
## 324  0.19804122 -1.772088550  0.23055401 -1.640521731  1.3027558500
## 325  0.43914420 -0.657409150  0.47717149 -0.609890345  0.6488852722
## 326  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 327  0.82841838 -0.038297871  0.79429110 -0.059423811  0.1475950666
## 328  0.32170623 -1.097551646  0.35613435 -0.953685464  0.8644443737
## 329  0.07011696 -2.351383130  0.06138624 -2.464066893  1.2390924850
## 330  0.30827098 -1.175065491  0.28511663 -1.162016196  0.8914180754
## 331  1.26899237  0.575287582  1.72258768  1.028096971 -0.3276662205
## 332  0.18353582 -1.602975398  0.19854547 -1.451788302  1.2403733164
## 333  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 334  0.35914863 -1.071080254  0.32109272 -1.221339069  0.5609241296
## 335  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 336  0.81349771  0.130672097  0.83693608  0.061065084  0.2313987667
## 337  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 338  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 339  0.39040235 -0.974626643  0.50270977 -0.605174887  1.0395177733
## 340  0.40280645 -0.932393635  0.34767829 -1.116461701  0.6700661522
## 341  1.76129286  1.139490339  1.67357706  1.057221828 -1.0561479291
## 342  0.78373977 -0.097477665  0.78987890 -0.075574043  0.3668105904
## 343  1.70105782  1.056642471  1.43514806  0.768228846 -1.3830188630
## 344  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 345  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 346  0.85621243 -0.037811998  0.86502947 -0.021033711  0.3462268798
## 347  0.96367594  0.179829291  0.80973204 -0.031646078 -0.2835949384
## 348  1.04746859  0.298974862  1.10137630  0.373528589 -0.0398739073
## 349  0.47008312 -0.757183688  0.51826303 -0.573275593  0.7071747441
## 350  0.81349771  0.130672097  0.83693608  0.061065084  0.2313987667
## 351  0.47309284 -0.699020352  0.48748777 -0.628838539  0.6789672947
## 352  0.14115286 -1.930457316  0.14498815 -1.958535450  0.9771843420
## 353  0.32559474 -1.176890460  0.27326496 -1.215730455  1.1588973812
## 354  0.19804122 -1.772088550  0.23055401 -1.640521731  1.3027558500
## 355  0.42295858 -0.852492279  0.44418034 -0.799407980  0.6135954813
## 356  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 357  0.24117243 -1.519693159  0.24692038 -1.530818658  1.1102050403
## 358  0.39325116 -0.904528617  0.28072606 -1.201598924  0.9952333443
## 359  0.58730585 -0.511094873  0.66171504 -0.374565236  0.7357180138
## 360  1.58334042  0.937286799  1.37146176  0.698689464 -1.1877956076
## 361  0.95371444  0.161649494  0.99943992  0.228399546 -0.0270439689
## 362  2.51554036  1.777660459  2.15204340  1.468669653 -2.6712920674
## 363  9.81551976  5.158191017  9.10247184  4.900919999 -9.0783118603
## 364  0.14858313 -2.280692678  0.17900176 -2.067601521  0.9984489615
## 365  0.37082890 -0.961070714  0.35591347 -0.967605612  0.7476431002
## 366  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 367  0.54608776 -0.538980767  0.68446951 -0.248277125  0.5385101619
## 368  0.18353582 -1.602975398  0.19854547 -1.451788302  1.2403733164
## 369  1.57115119  1.046813115  1.49792217  0.952291280 -0.8850757742
## 370  2.33443750  1.706206778  2.30041157  1.578623930 -1.7105253689
## 371  2.92733050  2.176877629  2.82822914  1.970818111 -2.0603853103
## 372  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 373  0.52223700 -0.816636680  0.43722872 -1.015490770  0.9979468445
## 374  0.27479662 -1.245658943  0.29589273 -1.122789702  0.9455651586
## 375  0.83008613 -0.042323007  0.82951628 -0.052600186  0.4140251699
## 376  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 377  0.30014955 -1.322806409  0.26930542 -1.459613017  0.6052940743
## 378  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 379  0.18353582 -1.602975398  0.19854547 -1.451788302  1.2403733164
## 380  1.10418356  0.369449335  1.07711717  0.328417527 -0.5171930912
## 381  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 382  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 383  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 384  1.56034234  0.913499811  2.12594577  1.412507120 -0.3732425270
## 385  1.78280121  1.136972891  1.56177176  0.899171838 -1.2372265515
## 386  0.75185473 -0.182453160  0.72004963 -0.254755161  0.0089999102
## 387  0.57805208 -0.675135139  0.50844763 -0.821675022  1.2302198726
## 388  2.36393781  1.668770296  2.99304874  2.046476044 -1.6481591149
## 389  0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 390  0.81349771  0.130672097  0.83693608  0.061065084  0.2313987667
## 391  0.32559474 -1.176890460  0.27326496 -1.215730455  1.1588973812
## 392  0.62716728 -0.401893649  0.82298722 -0.051345109  0.8406850192
## 393  0.14850800 -1.756304481  0.16232568 -1.618260722  1.2091742101
## 394  0.09773936 -2.307789156  0.09061976 -2.396145978  1.0646377693
## 395  1.36581509  0.728071761  1.36078070  0.724561491 -0.7260472000
## 396  1.17198415  0.467565740  1.35823493  0.718321959 -0.1631332273
## 397  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 398  0.60846940 -0.434596987  0.60426105 -0.446072905  0.6181096496
## 399  0.45869131 -0.813619768  0.49585139 -0.629152146  0.6577979450
## 400  1.63206880  1.002747285  1.63076642  0.969188357 -1.3408091917
## 401  0.20883482 -1.536573735  0.17899154 -1.667642009  1.1605785037
## 402  0.07011696 -2.351383130  0.06138624 -2.464066893  1.2390924850
## 403  1.52613232  0.877882716  2.16851200  1.445796976 -0.3021878345
## 404  0.32009603 -1.467042666  0.30216684 -1.502109736  1.2313566503
## 405  0.24223696 -1.390288831  0.18320830 -1.610779076  1.1523501943
## 406  0.52892919 -0.588920527  0.55294553 -0.525374076  0.6394738818
## 407  0.95457505  0.163352299  0.91688238  0.105897468 -0.0588689377
## 408  2.43400923  1.686130909  3.33162624  2.252459415 -1.6475417149
## 409  3.20005568  2.374346178  2.78504431  2.103632767 -3.3177105960
## 410  0.47955117 -0.807884000  0.53210659 -0.689959175  0.8473755056
## 411  0.49161391 -0.682390458  0.51557894 -0.625384974  0.6243107189
## 412  0.42295858 -0.852492279  0.44418034 -0.799407980  0.6135954813
## 413  0.18136339 -1.676206482  0.19729924 -1.629383123  0.9547425475
## 414  0.41383654 -0.910614153  0.42087920 -0.918385596  0.8271284467
## 415  0.92724810  0.124135832  0.87575216  0.047092317 -0.1057451462
## 416  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 417  4.64947376  3.477559697  4.54361326  3.388197898 -4.3518952263
## 418  0.43914420 -0.657409150  0.47717149 -0.609890345  0.6488852722
## 419  0.39040235 -0.974626643  0.50270977 -0.605174887  1.0395177733
## 420  0.31705563 -1.124902638  0.31026399 -1.070124987  1.0890324484
## 421  1.61471829  0.989217914  1.83955741  1.169195556 -1.2539259957
## 422  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 423  0.73560922 -0.176124170  0.75075155 -0.131481773  0.5322990477
## 424  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 425  0.73150319 -0.250069208  0.66259367 -0.396566255  0.4685097798
## 426  0.67125998 -0.213229078  0.69569912 -0.196044945  0.2216164748
## 427  0.60077857 -0.479904672  0.51411702 -0.585620201  0.4379253047
## 428  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 429  0.10217974 -2.041976081  0.13862520 -1.719558349  1.3687764104
## 430  0.70184390 -0.327360186  0.79736770 -0.142191588  0.1454855771
## 431  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 432  0.12902593 -2.098266901  0.12301447 -2.167691379  1.1241688304
## 433  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 434  0.81349771  0.130672097  0.83693608  0.061065084  0.2313987667
## 435  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 436  0.10217974 -2.041976081  0.13862520 -1.719558349  1.3687764104
## 437  1.38002655  0.766456410  1.47028865  0.876671037 -1.0278067479
## 438  1.07552991  0.334357320  0.85466992  0.029622644  0.0001009019
## 439  0.17881776 -1.777382553  0.18197831 -1.803998349  0.9972661792
## 440  0.14850800 -1.756304481  0.16232568 -1.618260722  1.2091742101
## 441  0.73560922 -0.176124170  0.75075155 -0.131481773  0.5322990477
## 442  0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 443  0.65077733 -0.387264506  0.66684948 -0.289555586  0.7121293016
## 444  0.81349771  0.130672097  0.83693608  0.061065084  0.2313987667
## 445  0.40655366 -0.931471781  0.36506871 -0.938317454  0.9881041644
## 446  0.57006895 -0.541067299  0.69685620 -0.299147067  0.8272089052
## 447  2.63116130  1.909554227  2.44498935  1.673173715 -2.6247910075
## 448  1.39019103  0.786364672  1.29415206  0.646362242 -0.3596434982
## 449  0.30827098 -1.175065491  0.28511663 -1.162016196  0.8914180754
## 450  0.31705563 -1.124902638  0.31026399 -1.070124987  1.0890324484
## 451  1.08970395  0.354075555  0.94846036  0.168412431  0.0463813453
## 452  0.36652275 -1.303423154  0.41264973 -1.130104026  0.4776729639
## 453  0.07011696 -2.351383130  0.06138624 -2.464066893  1.2390924850
## 454  0.73575666 -0.190072822  0.60128178 -0.441847323  0.1538506001
## 455  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 456  2.99560087  2.226052059  4.04675798  2.719990406 -1.9637335109
## 457  1.26899237  0.575287582  1.72258768  1.028096971 -0.3276662205
## 458  0.63608583 -0.473415667  0.71637795 -0.302273332  0.4327894743
## 459  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 460  0.43913081 -0.943090785  0.45482720 -0.902543693  0.6393155857
## 461  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 462  0.30827098 -1.175065491  0.28511663 -1.162016196  0.8914180754
## 463  2.29406495  1.861394190  2.36960001  1.905100353 -2.2097950116
## 464  0.47078090 -0.895742183  0.46058940 -0.907099539  0.8788339275
## 465  1.46852930  0.825371017  1.31826132  0.639292821 -0.6424898826
## 466  0.93741373  0.130509421  0.93260106  0.116942899  0.1248660637
## 467  0.49161391 -0.682390458  0.51557894 -0.625384974  0.6243107189
## 468  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 469  0.32758919 -1.180668934  0.26501040 -1.431062726  0.7718286788
## 470  1.45546654  0.822512740  1.59745844  0.994835146 -1.0177386564
## 471  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 472  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 473  0.68073119 -0.396430284  0.63963446 -0.490647404  0.5765122837
## 474  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 475  0.96266233  0.181552580  0.72614358 -0.166896770  0.1823081334
## 476  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 477  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 478  0.10217974 -2.041976081  0.13862520 -1.719558349  1.3687764104
## 479  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 480  0.77467255 -0.117236547  0.77072045 -0.116541981  0.3349845453
## 481  0.65077733 -0.387264506  0.66684948 -0.289555586  0.7121293016
## 482  0.73560922 -0.176124170  0.75075155 -0.131481773  0.5322990477
## 483  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 484  0.49944897 -0.666247081  0.43453276 -0.822252626  0.5063312412
## 485  0.18353582 -1.602975398  0.19854547 -1.451788302  1.2403733164
## 486  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 487  1.23453089  0.546260507  1.35475921  0.681287358 -0.2654204616
## 488  2.43400923  1.686130909  3.33162624  2.252459415 -1.6475417149
## 489  0.96893114  0.190283476  1.02383961  0.272760433  0.1665437576
## 490  1.72951427  1.134639240  1.75110266  1.171137631 -0.5131509780
## 491  0.98737010  0.203695041  1.03649114  0.290760788 -0.1423706298
## 492  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 493  0.44296148 -0.771393918  0.65616150 -0.290741986  0.7626506479
## 494  0.43914420 -0.657409150  0.47717149 -0.609890345  0.6488852722
## 495  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 496  2.99560087  2.226052059  4.04675798  2.719990406 -1.9637335109
## 497  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 498  2.10523632  1.500974496  2.11679370  1.427587902 -1.7998583631
## 499  0.62296981 -0.513635376  0.63031771 -0.488681759  0.2821273340
## 500  1.81942015  1.315789384  1.97053906  1.456491468 -1.2963179782
## 501  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 502  0.25540999 -1.318046278  0.23528268 -1.346930745  1.0102756514
## 503  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 504  1.11087885  0.384392968  1.14606486  0.431644020 -0.2609034999
## 505  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 506  0.16202531 -2.168926304  0.17588119 -2.020780528  1.7037456573
## 507  0.40655366 -0.931471781  0.36506871 -0.938317454  0.9881041644
## 508  1.20253331  0.504822116  1.20810757  0.510458197 -0.1792728653
## 509  1.46435934  0.895772358  1.60800779  1.062625724 -0.8415600034
## 510  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 511  0.07011696 -2.351383130  0.06138624 -2.464066893  1.2390924850
## 512  1.20046968  0.508482684  1.15432258  0.443372710 -0.1056763756
## 513  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 514  1.41492784  0.798383109  1.49211148  0.895071406 -0.7487537417
## 515  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 516  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 517  1.23453089  0.546260507  1.35475921  0.681287358 -0.2654204616
## 518  0.43914420 -0.657409150  0.47717149 -0.609890345  0.6488852722
## 519  0.49286929 -0.719906606  0.44909214 -0.731014462  0.7208725596
## 520  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 521  1.29099769  0.612560047  1.09526617  0.369741288 -0.6610597298
## 522  0.40562017 -0.883520885  0.32563147 -1.090209707  0.9138702463
## 523  3.56164670  2.475085030  3.70449451  2.511059611 -3.5490197944
## 524  0.10217974 -2.041976081  0.13862520 -1.719558349  1.3687764104
## 525  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 526  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 527  0.20903299 -1.653520988  0.20782383 -1.695188181  1.0507930150
## 528  0.35251343 -1.306427997  0.34729009 -1.276985317  1.1380921492
## 529  0.29235149 -1.189041866  0.29298700 -1.128038049  1.0326280956
## 530  0.88245635  0.042370389  0.96674155  0.168984701  0.1867953165
## 531  0.43682489 -0.829547024  0.48095090 -0.644751008  0.8662998249
## 532  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 533  0.04305355 -2.893816595  0.04288668 -2.908746916  1.2203658626
## 534  2.31268614  1.711796560  2.09445536  1.528576535 -1.4996824106
## 535  0.24753064 -1.364610391  0.21154224 -1.477783460  0.8659571912
## 536  0.24223696 -1.390288831  0.18320830 -1.610779076  1.1523501943
## 537  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 538  0.44333954 -0.818011678  0.52743118 -0.633050828  0.6650240322
## 539  2.55991003  1.874026103  2.76714206  2.068612690 -2.5844362407
## 540  0.31705563 -1.124902638  0.31026399 -1.070124987  1.0890324484
## 541  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 542  0.69488357 -0.391691462  0.68755879 -0.384962571  0.8792176871
## 543  0.93904427  0.125256605  0.99930887  0.237969690 -0.0235741898
## 544  0.33097804 -1.089284282  0.29051449 -1.093564152  0.4628651418
## 545  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 546  2.43537189  1.757025657  3.24047238  2.221440075 -1.4917514884
## 547  1.29186232  0.625247393  1.33383673  0.660763369 -0.4804662147
## 548  1.68299005  1.066378565  1.63779191  1.029402456 -1.1709786824
## 549  3.53648863  2.591617093  4.04803357  2.960181237 -3.5907393518
## 550  0.92386206  0.108503245  1.02551898  0.276776577  0.1484499436
## 551  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 552  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 553  0.93904427  0.125256605  0.99930887  0.237969690 -0.0235741898
## 554  0.14250397 -1.849816777  0.11293639 -2.027883032  1.1558136684
## 555  0.27479662 -1.245658943  0.29589273 -1.122789702  0.9455651586
## 556  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 557  0.34507609 -1.053918408  0.28232438 -1.234254891  0.8871851022
## 558  0.43914420 -0.657409150  0.47717149 -0.609890345  0.6488852722
## 559  0.70866756 -0.156452929  0.76560291 -0.083797235  0.2589480025
## 560  0.30967447 -1.430459158  0.29510843 -1.444222569  1.1776650345
## 561  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 562  1.53245776  0.890331204  1.59874815  0.955905475 -0.3103198349
## 563  3.74571575  2.794085673  3.61676932  2.740261673 -5.1680505551
## 564  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 565  0.29235149 -1.189041866  0.29298700 -1.128038049  1.0326280956
## 566  0.85334156 -0.082267522  1.13498156  0.418526592  0.1267333496
## 567  0.39040235 -0.974626643  0.50270977 -0.605174887  1.0395177733
## 568  1.70607060  1.087257127  1.66793836  1.011274413 -0.9702917644
## 569  0.50495476 -0.657842078  0.53522733 -0.525526134  0.7289342109
## 570  1.00922630  0.248293046  0.93832662  0.153676035  0.0601372814
## 571  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 572  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 573  0.45869131 -0.813619768  0.49585139 -0.629152146  0.6577979450
## 574  0.20883482 -1.536573735  0.17899154 -1.667642009  1.1605785037
## 575  2.12586977  1.452217513  2.13013923  1.435611960 -1.3215832826
## 576  0.14850800 -1.756304481  0.16232568 -1.618260722  1.2091742101
## 577  2.58615992  2.039545758  2.27713775  1.743809078 -2.9333871564
## 578  0.25794642 -1.629265441  0.25170702 -1.612313145  1.0753708006
## 579  0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 580  1.02986590  0.264661054  1.09685134  0.369893061 -0.1057339724
## 581  0.43515937 -0.846155116  0.56830180 -0.551249070  0.9799578688
## 582  1.93085794  1.398866667  2.00112159  1.466599614 -1.3645792345
## 583  0.73452280 -0.223419738  0.78263962 -0.088340048  0.5199613143
## 584  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 585  0.93822463  0.135321340  0.79629239 -0.056762952 -0.1335721247
## 586  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 587  0.17881776 -1.777382553  0.18197831 -1.803998349  0.9972661792
## 588  1.38299911  0.720634582  1.12165140  0.404369034 -0.6007501376
## 589  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 590  0.66317267 -0.265128164  0.72145098 -0.163936774  0.4234425117
## 591  4.49859309  3.177025832  4.57986501  3.000686600 -3.8345162888
## 592  2.43841185  1.734433444  2.57792429  1.846923320 -1.4082133892
## 593  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 594  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 595  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 596  0.98675021  0.206350773  1.09967113  0.375268522 -0.0006359596
## 597  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 598  0.10217974 -2.041976081  0.13862520 -1.719558349  1.3687764104
## 599  1.63206880  1.002747285  1.63076642  0.969188357 -1.3408091917
## 600  1.08257560  0.346085773  0.98800616  0.210034705 -0.4191468329
## 601  0.39040235 -0.974626643  0.50270977 -0.605174887  1.0395177733
## 602  0.65077733 -0.387264506  0.66684948 -0.289555586  0.7121293016
## 603  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 604  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 605  0.10217974 -2.041976081  0.13862520 -1.719558349  1.3687764104
## 606  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 607  0.96155887  0.180626840  0.94201803  0.164650985  0.1584264682
## 608  0.76342385 -0.158776772  0.83108424 -0.051527558  0.5285574219
## 609  1.08970395  0.354075555  0.94846036  0.168412431  0.0463813453
## 610  0.27479662 -1.245658943  0.29589273 -1.122789702  0.9455651586
## 611  1.35936973  0.694613257  1.59863641  0.934989729 -0.7938117204
## 612  0.66864560 -0.452139861  0.68960783 -0.382540760 -0.1636064060
## 613  0.60077857 -0.479904672  0.51411702 -0.585620201  0.4379253047
## 614  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 615 10.51221484  5.553096278 10.32828546  5.122719063 -7.3181855511
## 616  2.09369245  1.432932096  2.81272093  1.923019025 -1.0497420159
## 617  0.11341852 -2.301381104  0.11162283 -2.303131396  0.8754145100
## 618  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 619  0.32170623 -1.097551646  0.35613435 -0.953685464  0.8644443737
## 620  1.09931393  0.366527248  1.11239295  0.390820895 -0.4287338847
## 621  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 622  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 623  1.01142112  0.251858153  1.50701870  0.847051928  0.4444238764
## 624  1.48614436  0.871016843  1.50619256  0.901613926 -0.2297896885
## 625  3.85364342  2.758415459  3.87194611  2.601697616 -3.1635107698
## 626  9.48920858  5.050342796  9.40657673  4.777474971 -7.5631441952
## 627  2.91552331  2.132041842  3.15198056  2.335746716 -4.0314208436
## 628  2.15075853  1.671469761  2.21342912  1.701954682 -1.7083256696
## 629  0.78818654 -0.098056853  1.02975998  0.274946866 -0.0934046393
## 630  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 631  0.25315339 -1.380104498  0.28702934 -1.278042291  0.9455911198
## 632  0.51797555 -0.693454839  0.54387706 -0.649878191  0.7276672283
## 633  0.70866756 -0.156452929  0.76560291 -0.083797235  0.2589480025
## 634  0.51366636 -0.652664950  0.68294277 -0.312635674  0.9575392632
## 635  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 636  1.56279247  0.859831979  1.83392134  1.128873217 -0.6191497099
## 637  0.64196042 -0.533217906  0.76999004 -0.245454485  0.6263693551
## 638  0.43914420 -0.657409150  0.47717149 -0.609890345  0.6488852722
## 639  3.00308436  2.511520967  2.99964229  2.467832513 -4.3549369937
## 640  0.54050630 -0.577066930  0.52691253 -0.542381249  0.6947552567
## 641  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 642  1.15358081  0.446785284  1.12520767  0.401047287 -0.5883323506
## 643  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 644  2.92733050  2.176877629  2.82822914  1.970818111 -2.0603853103
## 645  0.58896118 -0.476829237  0.68093693 -0.300170086  0.6289441486
## 646  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 647  0.81696395 -0.049784116  1.08236174  0.347741420  0.4860262853
## 648  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 649  0.79685806 -0.076766803  0.86721792  0.044537291  0.3815422428
## 650  0.32559474 -1.176890460  0.27326496 -1.215730455  1.1588973812
## 651  1.26899237  0.575287582  1.72258768  1.028096971 -0.3276662205
## 652  0.14850800 -1.756304481  0.16232568 -1.618260722  1.2091742101
## 653  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 654  1.18000091  0.481484105  1.26001768  0.594327290 -0.2332994059
## 655  0.30827098 -1.175065491  0.28511663 -1.162016196  0.8914180754
## 656  0.40655366 -0.931471781  0.36506871 -0.938317454  0.9881041644
## 657  0.40562017 -0.883520885  0.32563147 -1.090209707  0.9138702463
## 658  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 659  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 660  0.45869131 -0.813619768  0.49585139 -0.629152146  0.6577979450
## 661  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 662  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 663  0.21520953 -1.554666927  0.24091882 -1.488614583  1.1304077042
## 664  1.07552991  0.334357320  0.85466992  0.029622644  0.0001009019
## 665  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 666  0.30621833 -1.185648479  0.26634368 -1.320042670  0.8928487812
## 667  0.76342385 -0.158776772  0.83108424 -0.051527558  0.5285574219
## 668  0.37979673 -1.134884342  0.37264161 -1.150761928  0.4701243311
## 669  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 670  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 671  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 672  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 673  2.47107407  1.947189487  2.49084332  1.943166779 -3.4225557097
## 674  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 675  0.24506638 -1.654546031  0.23545145 -1.666100199  0.7175021116
## 676  0.40655366 -0.931471781  0.36506871 -0.938317454  0.9881041644
## 677  0.79685806 -0.076766803  0.86721792  0.044537291  0.3815422428
## 678  2.81396502  2.008238919  3.04643704  2.159341022 -1.6660471204
## 679  1.68710182  1.060624069  1.95340550  1.326685904 -1.0536957292
## 680  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 681  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 682  0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 683  0.32559474 -1.176890460  0.27326496 -1.215730455  1.1588973812
## 684  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 685  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 686  1.19515032  0.495842967  1.17168978  0.465784904 -0.7960616129
## 687  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 688  2.79240606  2.022531507  2.99719633  2.058750466 -2.7740080199
## 689  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 690  0.73452280 -0.223419738  0.78263962 -0.088340048  0.5199613143
## 691  0.54573793 -0.547128113  0.58104568 -0.428746564  0.5505204312
## 692  0.18353582 -1.602975398  0.19854547 -1.451788302  1.2403733164
## 693  1.44232780  0.789749577  1.76440080  1.116679818 -0.4715904426
## 694  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 695  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 696  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 697  0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 698  2.50516092  1.844274329  2.01447256  1.337168369 -2.0887033171
## 699  0.46647841 -0.747567590  0.43487385 -0.830182678  0.8260164854
## 700  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 701  0.45402826 -1.009060410  0.44146640 -1.005932132  1.3071560240
## 702  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 703  0.34707845 -1.022740242  0.35464120 -0.953610525  0.9425512642
## 704  0.91233287  0.107933205  1.06813621  0.333820400 -0.2465209194
## 705  0.07011696 -2.351383130  0.06138624 -2.464066893  1.2390924850
## 706  2.21840623  1.631910758  2.40326945  1.814953474 -2.3277984471
## 707  0.32170623 -1.097551646  0.35613435 -0.953685464  0.8644443737
## 708  0.29595161 -1.223045497  0.35310742 -1.052742640  0.8994104765
## 709  0.30827098 -1.175065491  0.28511663 -1.162016196  0.8914180754
## 710  0.73560922 -0.176124170  0.75075155 -0.131481773  0.5322990477
## 711  0.38324140 -1.065911408  0.38363654 -1.083139354  0.6954730094
## 712  1.67486524  1.042029382  1.82917073  1.155163661 -0.8466728518
## 713  0.57129576 -0.532074880  0.46740746 -0.794335230  0.5443497744
## 714  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 715  0.57000562 -0.507345535  0.73990500 -0.145049304  0.6228809986
## 716  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 717  0.31705563 -1.124902638  0.31026399 -1.070124987  1.0890324484
## 718  3.12469746  2.628066363  3.04879038  2.632619316 -3.4829802419
## 719  0.31705563 -1.124902638  0.31026399 -1.070124987  1.0890324484
## 720  2.85405045  2.266178300  4.18051402  3.209393648 -3.5782535740
## 721  0.97743155  0.194455343  0.99863290  0.222959865 -0.0499538173
## 722  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 723  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 724  0.35179495 -1.161898233  0.35148730 -1.182321426  0.6358548567
## 725  0.29811284 -1.261907880  0.40901296 -0.957840565  1.1619791344
## 726  0.73394430 -0.187544807  0.79447070 -0.076976236  0.2636851538
## 727  0.32381539 -1.099161872  0.34404783 -0.973756628  0.9727614603
## 728  0.14850800 -1.756304481  0.16232568 -1.618260722  1.2091742101
## 729  0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 730  0.40655366 -0.931471781  0.36506871 -0.938317454  0.9881041644
## 731  0.14850800 -1.756304481  0.16232568 -1.618260722  1.2091742101
## 732  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 733  1.06145588  0.320551977  0.90684550  0.107362102 -0.3872389514
## 734  0.90363283  0.057166364  0.87657235  0.006855783 -0.3649291082
## 735  0.30827098 -1.175065491  0.28511663 -1.162016196  0.8914180754
## 736  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 737  0.96367594  0.179829291  0.80973204 -0.031646078 -0.2835949384
## 738  0.93822463  0.135321340  0.79629239 -0.056762952 -0.1335721247
## 739  1.37218997  0.713763102  1.49466099  0.854526656 -0.3178460494
## 740  1.16673682  0.459396203  1.25602021  0.568422487 -0.2250635561
## 741  0.66317267 -0.265128164  0.72145098 -0.163936774  0.4234425117
## 742  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 743  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 744  1.58299010  0.970159716  1.49973659  0.884948787 -1.4497387500
## 745  0.32274417 -1.467669940  0.35783899 -1.356296279  1.3996331869
## 746  1.07552991  0.334357320  0.85466992  0.029622644  0.0001009019
## 747  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 748  0.18353582 -1.602975398  0.19854547 -1.451788302  1.2403733164
## 749  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 750  0.50495476 -0.657842078  0.53522733 -0.525526134  0.7289342109
## 751  0.18353582 -1.602975398  0.19854547 -1.451788302  1.2403733164
## 752  0.54917966 -0.743954947  0.53566321 -0.745273142  0.5123567695
## 753  1.43290130  0.783224956  1.56417958  0.904585231 -0.7088072978
## 754  1.22938656  0.539946668  1.34118295  0.677996163 -0.1893325133
## 755  1.66066556  1.041016400  2.03570264  1.425636695 -1.1802094683
## 756  1.64605274  1.006857285  1.42777408  0.758893223 -1.0252428640
## 757  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 758  0.44896515 -0.806905385  0.42788042 -0.778173231  0.6609481164
## 759  0.51033675 -0.633340705  0.51015877 -0.624384312  0.6299622367
## 760  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 761  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 762  0.40655366 -0.931471781  0.36506871 -0.938317454  0.9881041644
## 763  0.20883482 -1.536573735  0.17899154 -1.667642009  1.1605785037
## 764  0.65077733 -0.387264506  0.66684948 -0.289555586  0.7121293016
## 765  0.40655366 -0.931471781  0.36506871 -0.938317454  0.9881041644
## 766  1.98269906  1.394215811  1.90672751  1.335645786 -1.5409546709
## 767  0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 768  1.65559571  1.011908522  2.14597160  1.438748780 -0.9931320438
## 769  0.07011696 -2.351383130  0.06138624 -2.464066893  1.2390924850
## 770  0.84215927 -0.006359317  0.90086063  0.090212663 -0.1430832010
## 771  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 772  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 773  3.09917901  2.304418972  2.98181076  2.077750909 -2.3310117222
## 774  3.81573557  2.746226761  5.23525823  3.306200357 -2.6711835174
## 775  0.32559474 -1.176890460  0.27326496 -1.215730455  1.1588973812
## 776  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 777  0.40757150 -0.882147628  0.41165180 -0.860336413  0.8951911727
## 778  1.40863007  0.770061083  1.52640518  0.872559351 -0.7639944009
## 779  0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 780  0.47008312 -0.757183688  0.51826303 -0.573275593  0.7071747441
## 781  0.98319595  0.204562138  0.83677739  0.007948568 -0.2804360690
## 782  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 783  0.29811284 -1.261907880  0.40901296 -0.957840565  1.1619791344
## 784  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 785  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 786  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 787  0.38906718 -0.911647146  0.52844990 -0.553239590  0.7398767952
## 788  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 789  0.30827098 -1.175065491  0.28511663 -1.162016196  0.8914180754
## 790  0.29235149 -1.189041866  0.29298700 -1.128038049  1.0326280956
## 791  0.68098312 -0.323705395  0.80082669 -0.058998810  0.3841036217
## 792  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 793  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 794  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 795  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 796  0.48267141 -0.721409933  0.59803883 -0.478611513  0.7250381310
## 797  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 798  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 799  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 800  1.58067295  0.942848225  1.19468664  0.495093019 -0.7570571206
## 801  0.10217974 -2.041976081  0.13862520 -1.719558349  1.3687764104
## 802  0.65077733 -0.387264506  0.66684948 -0.289555586  0.7121293016
## 803  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 804  0.50495476 -0.657842078  0.53522733 -0.525526134  0.7289342109
## 805  4.56883185  3.178520050  4.80476487  3.363866084 -6.3181401341
## 806  0.30827098 -1.175065491  0.28511663 -1.162016196  0.8914180754
## 807  0.81349771  0.130672097  0.83693608  0.061065084  0.2313987667
## 808  0.24223696 -1.390288831  0.18320830 -1.610779076  1.1523501943
## 809  0.44296148 -0.771393918  0.65616150 -0.290741986  0.7626506479
## 810  0.34472675 -1.059086096  0.36620895 -0.988955016  0.8741228718
## 811  1.01142112  0.251858153  1.50701870  0.847051928  0.4444238764
## 812  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 813  3.51320904  2.935980531  2.95297522  2.531806569 -2.9696363864
## 814  0.70866756 -0.156452929  0.76560291 -0.083797235  0.2589480025
## 815  1.41873545  0.776479187  1.28968299  0.607978589 -0.9169448658
## 816  0.65009237 -0.388786631  0.55169075 -0.513519719  0.6614816576
## 817  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 818  1.73285329  1.164030851  1.48460900  0.881492030 -0.8557953911
## 819  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 820  0.07011696 -2.351383130  0.06138624 -2.464066893  1.2390924850
## 821  0.16202531 -2.168926304  0.17588119 -2.020780528  1.7037456573
## 822  0.65009237 -0.388786631  0.55169075 -0.513519719  0.6614816576
## 823  0.18353582 -1.602975398  0.19854547 -1.451788302  1.2403733164
## 824  1.26899237  0.575287582  1.72258768  1.028096971 -0.3276662205
## 825  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 826  0.54705862 -0.551522152  0.50289667 -0.638048500  0.5088552554
## 827  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 828  0.60285432 -0.426115106  0.58040846 -0.451371610  0.6267319044
## 829  0.11341852 -2.301381104  0.11162283 -2.303131396  0.8754145100
## 830  3.77614735  2.648348437  3.56220137  2.399601625 -2.7453589655
## 831  0.39040235 -0.974626643  0.50270977 -0.605174887  1.0395177733
## 832  3.84542821  2.680483201  4.17990302  2.859180699 -4.4305232644
## 833  1.26867216  0.598100609  1.51944602  0.916118325 -1.1641615964
## 834  1.53904499  0.892297639  1.47813761  0.812370578 -0.8173380831
## 835  0.98737010  0.203695041  1.03649114  0.290760788 -0.1423706298
## 836  1.37218997  0.713763102  1.49466099  0.854526656 -0.3178460494
## 837  0.36477028 -1.038482866  0.39267163 -0.984804662  0.7552698095
## 838  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 839  0.93734983  0.122554406  0.89009091  0.079581288 -0.0744323553
## 840  0.27826896 -1.522409349  0.27731273 -1.497856809  1.3950585292
## 841  0.30827098 -1.175065491  0.28511663 -1.162016196  0.8914180754
## 842  0.23902099 -1.593541035  0.22550017 -1.662522642  0.7403890871
## 843  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 844  6.57833672  3.969350867  6.00603790  3.675624055 -3.5784889747
## 845  0.28511482 -1.292677067  0.28208252 -1.336089078  0.7814490726
## 846  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 847  0.51315905 -0.274898648  0.61275214 -0.281564857  0.6433599175
## 848  0.69973753 -0.337657232  0.69140145 -0.352676725  0.7307716897
## 849  0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 850  0.31705563 -1.124902638  0.31026399 -1.070124987  1.0890324484
## 851  0.47008312 -0.757183688  0.51826303 -0.573275593  0.7071747441
## 852  0.47008312 -0.757183688  0.51826303 -0.573275593  0.7071747441
## 853  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 854  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 855  0.81929682 -0.065807422  0.85893034  0.035735536  0.2967982414
## 856  0.81929682 -0.065807422  0.85893034  0.035735536  0.2967982414
## 857  0.14850800 -1.756304481  0.16232568 -1.618260722  1.2091742101
## 858  0.43577463 -0.914032957  0.45900121 -0.869142228  0.7140412044
## 859  0.14528238 -1.953622717  0.12135278 -2.140867758  1.0311154150
## 860  7.26687422  4.288353672  6.15755596  3.828520621 -6.4215692454
## 861  0.17881776 -1.777382553  0.18197831 -1.803998349  0.9972661792
## 862  0.66479298 -0.329068213  0.62949350 -0.342675924  0.5678424670
## 863  0.51387901 -0.818992775  0.53312179 -0.737600962  0.5136949460
## 864  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 865  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 866  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 867  0.47309284 -0.699020352  0.48748777 -0.628838539  0.6789672947
## 868  4.76468604  3.136944768  5.78168024  3.484839411 -5.0234878047
## 869  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 870  0.75895191 -0.141039661  0.75177510 -0.123990795  0.2719111981
## 871  0.73452280 -0.223419738  0.78263962 -0.088340048  0.5199613143
## 872  1.40767643  0.754324070  1.44838773  0.800618008 -0.3195314308
## 873  0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 874  0.07011696 -2.351383130  0.06138624 -2.464066893  1.2390924850
## 875  0.73560922 -0.176124170  0.75075155 -0.131481773  0.5322990477
## 876  1.59118989  0.973074441  1.56363697  0.908902611 -0.7539209647
## 877  0.37082890 -0.961070714  0.35591347 -0.967605612  0.7476431002
## 878  0.25315339 -1.380104498  0.28702934 -1.278042291  0.9455911198
## 879  0.44296148 -0.771393918  0.65616150 -0.290741986  0.7626506479
## 880  2.39443552  1.880292316  2.37934371  1.844255451 -1.8829002489
## 881  6.98134104  4.319983411  9.75622732  4.963788624 -6.2541641735
## 882  1.03393080  0.284615956  1.30614633  0.624676296 -0.1738325749
## 883  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 884  1.26899237  0.575287582  1.72258768  1.028096971 -0.3276662205
## 885  1.28719010  0.607635734  1.38027593  0.707573727 -0.5031997744
## 886  0.32170623 -1.097551646  0.35613435 -0.953685464  0.8644443737
## 887  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 888  0.41817697 -0.937277734  0.38196487 -1.066413985  0.6069881058
## 889  0.68098312 -0.323705395  0.80082669 -0.058998810  0.3841036217
## 890  0.18353582 -1.602975398  0.19854547 -1.451788302  1.2403733164
## 891  3.41019170  2.404170390  3.52771729  2.374341574 -2.7290971639
## 892  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 893  1.56279247  0.859831979  1.83392134  1.128873217 -0.6191497099
## 894  1.07552991  0.334357320  0.85466992  0.029622644  0.0001009019
## 895  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 896  0.47807962 -0.580586439  0.54768703 -0.466663249  0.6868197635
## 897  1.41873545  0.776479187  1.28968299  0.607978589 -0.9169448658
## 898  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 899  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 900  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 901  0.82428156 -0.064182319  0.73923154 -0.161940926  0.2103972096
## 902  0.68180278 -0.364311527  0.63814422 -0.459050061  0.7863051664
## 903  0.57218779 -0.631331157  0.56794054 -0.631374132  0.7808134686
## 904  1.32149571  0.662302281  1.36428667  0.695099481 -0.4067624162
## 905  0.24506638 -1.654546031  0.23545145 -1.666100199  0.7175021116
## 906  0.51882129 -0.596544072  0.38087946 -0.889497118  0.8950171243
## 907  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 908  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 909  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 910  2.81548977  2.068968677  2.60011459  1.933660789 -1.7316773844
## 911  0.91404503  0.110951098  0.70256013 -0.213698828  0.1263546562
## 912  0.21520953 -1.554666927  0.24091882 -1.488614583  1.1304077042
## 913  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 914  1.45030800  0.779554077  1.62075982  0.949880070 -0.4846015936
## 915  0.32381539 -1.099161872  0.34404783 -0.973756628  0.9727614603
## 916  0.32531936 -1.125740256  0.35586406 -1.035904978  0.8812026779
## 917  0.77849764 -0.056861617  0.81417684  0.039358554  0.7850008572
## 918  0.29595161 -1.223045497  0.35310742 -1.052742640  0.8994104765
## 919  0.31705563 -1.124902638  0.31026399 -1.070124987  1.0890324484
## 920  0.49453295 -0.214700446  0.60799251 -0.264568783  0.5678149197
## 921  4.68743439  3.159711418  4.87168334  3.260590574 -5.5015118684
## 922  0.76459360 -0.139309238  0.73863052 -0.147375535  0.2935093478
## 923  0.43682489 -0.829547024  0.48095090 -0.644751008  0.8662998249
## 924  0.50587158 -0.648324625  0.49283714 -0.620051386  0.4480501220
## 925  0.70866756 -0.156452929  0.76560291 -0.083797235  0.2589480025
## 926  1.29186232  0.625247393  1.33383673  0.660763369 -0.4804662147
## 927  0.84684166 -0.043394646  1.00881880  0.223745129  0.1711545610
## 928  0.11341852 -2.301381104  0.11162283 -2.303131396  0.8754145100
## 929  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 930  0.30621833 -1.185648479  0.26634368 -1.320042670  0.8928487812
## 931  0.44424056 -0.892904806  0.46583193 -0.852176334  1.0056359316
## 932  0.40655366 -0.931471781  0.36506871 -0.938317454  0.9881041644
## 933  0.89547619  0.083082839  1.04710109  0.307459691 -0.0985816972
## 934  1.66033028  1.053647391  1.54291898  0.888109032 -1.3241376112
## 935  0.43660971 -0.290343137  0.55476300 -0.351622665  0.5428405310
## 936  1.07552991  0.334357320  0.85466992  0.029622644  0.0001009019
## 937  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 938  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 939  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 940  0.91693011  0.092893186  0.96198942  0.186730667  0.0254084469
## 941  0.88657366  0.054434875  0.82053558 -0.018792693 -0.1183583359
## 942  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 943  1.26899237  0.575287582  1.72258768  1.028096971 -0.3276662205
## 944  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 945  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 946  0.14850800 -1.756304481  0.16232568 -1.618260722  1.2091742101
## 947  0.56035765 -0.720013059  0.52977213 -0.766465218  1.1469328757
## 948  0.56378747 -0.682228353  0.60748013 -0.553915711  0.2075673174
## 949  0.30621833 -1.185648479  0.26634368 -1.320042670  0.8928487812
## 950  0.05365313 -2.481524030  0.04793825 -2.361047358  1.5461114156
## 951  0.23155596 -0.347286697  0.29545236 -0.688663819  0.9305092285
## 952  0.24223696 -1.390288831  0.18320830 -1.610779076  1.1523501943
## 953  9.30264385  5.020356252  8.84987497  4.612658587 -6.0279240550
## 954  0.21856994 -1.588595418  0.16430809 -1.654160815  1.0647090843
## 955  0.46109102 -0.548540572  0.51759561 -0.507833956  0.5005177861
## 956  0.43682489 -0.829547024  0.48095090 -0.644751008  0.8662998249
## 957  0.98958145  0.217234871  0.94219669  0.150551474 -0.4186095788
## 958  2.43400923  1.686130909  3.33162624  2.252459415 -1.6475417149
## 959  0.16202531 -2.168926304  0.17588119 -2.020780528  1.7037456573
## 960  0.14250397 -1.849816777  0.11293639 -2.027883032  1.1558136684

#3

DGS_IRT_3 = mirt(data = DGS_7model_3,
      model = 1, #this is for one factor
      itemtype = "gpcmIRT" #generalized partial credit model
)
## 
Iteration: 1, Log-Lik: -9379.983, Max-Change: 1.28542
Iteration: 2, Log-Lik: -9060.027, Max-Change: 0.42760
Iteration: 3, Log-Lik: -9027.093, Max-Change: 0.28452
Iteration: 4, Log-Lik: -9008.645, Max-Change: 0.24712
Iteration: 5, Log-Lik: -8999.449, Max-Change: 0.17418
Iteration: 6, Log-Lik: -8995.322, Max-Change: 0.07630
Iteration: 7, Log-Lik: -8993.684, Max-Change: 0.08098
Iteration: 8, Log-Lik: -8991.868, Max-Change: 0.04327
Iteration: 9, Log-Lik: -8990.688, Max-Change: 0.04321
Iteration: 10, Log-Lik: -8989.815, Max-Change: 0.03663
Iteration: 11, Log-Lik: -8989.431, Max-Change: 0.02301
Iteration: 12, Log-Lik: -8989.186, Max-Change: 0.01299
Iteration: 13, Log-Lik: -8988.996, Max-Change: 0.02235
Iteration: 14, Log-Lik: -8988.887, Max-Change: 0.00974
Iteration: 15, Log-Lik: -8988.804, Max-Change: 0.00849
Iteration: 16, Log-Lik: -8988.713, Max-Change: 0.00626
Iteration: 17, Log-Lik: -8988.674, Max-Change: 0.00298
Iteration: 18, Log-Lik: -8988.646, Max-Change: 0.00256
Iteration: 19, Log-Lik: -8988.594, Max-Change: 0.00242
Iteration: 20, Log-Lik: -8988.585, Max-Change: 0.00264
Iteration: 21, Log-Lik: -8988.577, Max-Change: 0.00130
Iteration: 22, Log-Lik: -8988.571, Max-Change: 0.00135
Iteration: 23, Log-Lik: -8988.567, Max-Change: 0.00171
Iteration: 24, Log-Lik: -8988.563, Max-Change: 0.00115
Iteration: 25, Log-Lik: -8988.561, Max-Change: 0.00082
Iteration: 26, Log-Lik: -8988.559, Max-Change: 0.00078
Iteration: 27, Log-Lik: -8988.557, Max-Change: 0.00077
Iteration: 28, Log-Lik: -8988.557, Max-Change: 0.00081
Iteration: 29, Log-Lik: -8988.556, Max-Change: 0.00054
Iteration: 30, Log-Lik: -8988.555, Max-Change: 0.00077
Iteration: 31, Log-Lik: -8988.555, Max-Change: 0.00018
Iteration: 32, Log-Lik: -8988.554, Max-Change: 0.00022
Iteration: 33, Log-Lik: -8988.554, Max-Change: 0.00021
Iteration: 34, Log-Lik: -8988.554, Max-Change: 0.00028
Iteration: 35, Log-Lik: -8988.554, Max-Change: 0.00029
Iteration: 36, Log-Lik: -8988.554, Max-Change: 0.00030
Iteration: 37, Log-Lik: -8988.554, Max-Change: 0.00020
Iteration: 38, Log-Lik: -8988.554, Max-Change: 0.00020
Iteration: 39, Log-Lik: -8988.554, Max-Change: 0.00022
Iteration: 40, Log-Lik: -8988.554, Max-Change: 0.00019
Iteration: 41, Log-Lik: -8988.554, Max-Change: 0.00021
Iteration: 42, Log-Lik: -8988.554, Max-Change: 0.00021
Iteration: 43, Log-Lik: -8988.554, Max-Change: 0.00018
Iteration: 44, Log-Lik: -8988.554, Max-Change: 0.00017
Iteration: 45, Log-Lik: -8988.553, Max-Change: 0.00020
Iteration: 46, Log-Lik: -8988.553, Max-Change: 0.00015
Iteration: 47, Log-Lik: -8988.553, Max-Change: 0.00018
Iteration: 48, Log-Lik: -8988.553, Max-Change: 0.00017
Iteration: 49, Log-Lik: -8988.553, Max-Change: 0.00016
Iteration: 50, Log-Lik: -8988.553, Max-Change: 0.00015
Iteration: 51, Log-Lik: -8988.553, Max-Change: 0.00017
Iteration: 52, Log-Lik: -8988.553, Max-Change: 0.00013
Iteration: 53, Log-Lik: -8988.553, Max-Change: 0.00015
Iteration: 54, Log-Lik: -8988.553, Max-Change: 0.00014
Iteration: 55, Log-Lik: -8988.553, Max-Change: 0.00014
Iteration: 56, Log-Lik: -8988.553, Max-Change: 0.00013
Iteration: 57, Log-Lik: -8988.553, Max-Change: 0.00015
Iteration: 58, Log-Lik: -8988.553, Max-Change: 0.00011
Iteration: 59, Log-Lik: -8988.553, Max-Change: 0.00014
Iteration: 60, Log-Lik: -8988.553, Max-Change: 0.00012
Iteration: 61, Log-Lik: -8988.553, Max-Change: 0.00012
Iteration: 62, Log-Lik: -8988.553, Max-Change: 0.00011
Iteration: 63, Log-Lik: -8988.553, Max-Change: 0.00013
Iteration: 64, Log-Lik: -8988.553, Max-Change: 0.00010
summary(DGS_IRT_3)
##           F1     h2
## DGS_9  0.458 0.2099
## DGS_27 0.513 0.2634
## DGS_29 0.631 0.3976
## DGS_46 0.581 0.3372
## DGS_51 0.280 0.0783
## DGS_52 0.512 0.2626
## 
## SS loadings:  1.549 
## Proportion Var:  0.258 
## 
## Factor correlations: 
## 
##    F1
## F1  1
coef(DGS_IRT_3, IRTpars = T)
## $DGS_9
##        a1     b1     b2     b3     b4     b5    b6 c
## par 0.877 -2.324 -1.657 -1.258 -1.304 -0.357 1.032 0
## 
## $DGS_27
##        a1     b1     b2     b3     b4    b5   b6 c
## par 1.018 -1.564 -1.565 -1.133 -0.809 0.775 1.88 0
## 
## $DGS_29
##        a1     b1     b2     b3     b4    b5    b6 c
## par 1.383 -1.488 -0.741 -0.808 -0.283 0.553 1.448 0
## 
## $DGS_46
##        a1     b1     b2     b3    b4     b5    b6 c
## par 1.214 -2.192 -1.655 -1.592 -1.22 -0.075 0.827 0
## 
## $DGS_51
##        a1     b1     b2    b3     b4     b5    b6 c
## par 0.496 -3.615 -1.957 -1.28 -1.839 -0.532 0.848 0
## 
## $DGS_52
##        a1   b1     b2     b3     b4    b5    b6 c
## par 1.016 -1.6 -0.827 -0.815 -0.067 0.796 1.937 0
## 
## $GroupPars
##     MEAN_1 COV_11
## par      0      1
#itemplot(DGS_IRT_3, 1, type = "trace")
itemplot(DGS_IRT_3, 3, type = "info")

plot(DGS_IRT_3, type = "trace")

plot(DGS_IRT_3, type = "info")

plot(DGS_IRT_3) #expected score curve

#person fit
fscores(DGS_IRT_3) #factor score for each participants
##                  F1
##   [1,] -0.021295345
##   [2,]  1.732245998
##   [3,] -0.735984830
##   [4,]  0.537831190
##   [5,] -0.355612416
##   [6,] -0.446249369
##   [7,] -0.575353225
##   [8,]  0.812039550
##   [9,]  0.767178559
##  [10,] -1.201016379
##  [11,]  0.091689183
##  [12,]  0.857604861
##  [13,]  2.341051499
##  [14,]  0.468452084
##  [15,]  0.150424761
##  [16,]  1.732245998
##  [17,]  0.082505149
##  [18,]  1.432477319
##  [19,] -1.154977305
##  [20,]  0.042345238
##  [21,] -0.321372429
##  [22,] -0.896197910
##  [23,]  0.689097621
##  [24,] -0.263588537
##  [25,]  0.569166901
##  [26,] -1.848215957
##  [27,] -1.414982309
##  [28,] -0.280508173
##  [29,] -0.256023556
##  [30,] -0.446033602
##  [31,] -1.100333507
##  [32,] -0.791840937
##  [33,] -0.146806621
##  [34,] -0.021295345
##  [35,] -1.842991222
##  [36,] -0.138617061
##  [37,]  0.685571949
##  [38,]  0.033373619
##  [39,]  0.441088214
##  [40,] -0.519673817
##  [41,]  1.019286337
##  [42,] -1.118773513
##  [43,] -0.126537808
##  [44,]  1.295380979
##  [45,]  0.169119186
##  [46,]  0.684070889
##  [47,] -1.011297460
##  [48,] -2.513508224
##  [49,] -1.213706330
##  [50,]  0.626941247
##  [51,] -1.318627487
##  [52,]  1.020249964
##  [53,]  0.612210965
##  [54,] -0.637887502
##  [55,] -0.464193512
##  [56,]  0.443685501
##  [57,] -0.690416123
##  [58,] -0.318183653
##  [59,]  0.344601327
##  [60,] -0.127008798
##  [61,]  1.329930988
##  [62,]  0.295965258
##  [63,]  0.735528172
##  [64,]  2.341051499
##  [65,] -0.917282916
##  [66,] -0.998676785
##  [67,] -0.606913765
##  [68,] -0.825084486
##  [69,] -0.074458730
##  [70,]  1.146229005
##  [71,]  0.522052599
##  [72,]  0.834900448
##  [73,]  1.768396693
##  [74,]  0.314244733
##  [75,] -0.849496367
##  [76,] -0.285538935
##  [77,] -0.650191111
##  [78,]  0.288123312
##  [79,]  2.014395684
##  [80,] -0.408171748
##  [81,] -0.900355719
##  [82,] -0.005316284
##  [83,]  1.681494235
##  [84,]  1.012026730
##  [85,] -0.021295345
##  [86,]  1.401068269
##  [87,] -0.111740817
##  [88,] -1.999761018
##  [89,] -0.488272761
##  [90,] -0.133333908
##  [91,]  0.270728698
##  [92,] -0.250433515
##  [93,]  0.887581883
##  [94,] -0.582514257
##  [95,]  0.037093600
##  [96,] -1.813588753
##  [97,]  0.177260989
##  [98,] -0.914734399
##  [99,] -0.394864427
## [100,] -1.527005241
## [101,] -0.149535477
## [102,]  0.058258288
## [103,] -0.485689157
## [104,] -0.639389848
## [105,] -0.736969742
## [106,] -0.244188435
## [107,] -0.125439030
## [108,] -0.221858986
## [109,] -0.756202347
## [110,]  0.367528089
## [111,]  1.112912665
## [112,] -0.306527504
## [113,] -1.070499928
## [114,] -0.700483241
## [115,] -0.787875806
## [116,]  0.630694834
## [117,] -0.557239345
## [118,] -0.982286472
## [119,] -0.016162975
## [120,]  0.500778435
## [121,]  0.712032522
## [122,]  0.341254753
## [123,] -0.602319971
## [124,] -1.593054281
## [125,]  0.520967437
## [126,] -1.313944660
## [127,] -0.772583282
## [128,]  0.506585630
## [129,] -0.352566282
## [130,] -0.194876751
## [131,]  1.329482885
## [132,]  0.517827414
## [133,]  1.126057351
## [134,]  0.221335390
## [135,] -0.522648603
## [136,] -1.279660104
## [137,] -0.533615999
## [138,]  0.011911779
## [139,]  0.631030717
## [140,] -0.172781323
## [141,] -0.519884193
## [142,]  0.341553786
## [143,] -1.058986295
## [144,]  0.712032522
## [145,]  0.341254753
## [146,]  0.491932388
## [147,] -0.088958777
## [148,] -0.205104464
## [149,] -1.390293073
## [150,] -0.787875806
## [151,]  0.710862315
## [152,]  0.596993775
## [153,] -0.489415162
## [154,] -1.426903141
## [155,] -1.126523623
## [156,]  1.159578101
## [157,]  1.076527447
## [158,]  0.887581883
## [159,]  0.199895911
## [160,]  1.484627722
## [161,] -0.431664375
## [162,]  0.438657517
## [163,] -2.151957036
## [164,] -1.159938048
## [165,] -0.284764299
## [166,] -0.355287776
## [167,]  1.401530902
## [168,] -2.176951638
## [169,] -0.688440518
## [170,] -0.655610426
## [171,] -0.049317743
## [172,] -0.883312318
## [173,] -0.698829963
## [174,]  1.049577735
## [175,]  2.341051499
## [176,]  0.520645939
## [177,] -1.360686673
## [178,]  1.401068269
## [179,]  0.988236305
## [180,] -0.380552635
## [181,] -0.598921904
## [182,] -0.865851547
## [183,]  0.772018871
## [184,] -0.104375871
## [185,] -0.408909916
## [186,]  0.922881977
## [187,]  0.006171399
## [188,] -0.569413414
## [189,]  0.712032522
## [190,] -0.486194367
## [191,] -0.625467372
## [192,]  1.642003872
## [193,]  1.639743826
## [194,] -1.126151194
## [195,] -0.108973389
## [196,]  1.261381296
## [197,] -1.136766794
## [198,]  0.471660479
## [199,] -0.514129159
## [200,]  2.341051499
## [201,]  0.814207147
## [202,] -1.334125177
## [203,] -0.287330885
## [204,] -0.426581814
## [205,]  0.322772070
## [206,] -1.344286616
## [207,] -0.140761633
## [208,]  0.629226078
## [209,]  0.516552975
## [210,]  1.732245998
## [211,] -0.669796035
## [212,] -0.783750704
## [213,] -0.545335516
## [214,] -0.095890588
## [215,] -0.422664713
## [216,] -1.398710821
## [217,]  1.293451016
## [218,] -0.070881765
## [219,] -1.086831177
## [220,] -0.395084299
## [221,] -0.831697984
## [222,]  1.606926275
## [223,] -0.433357835
## [224,]  0.923259402
## [225,] -0.519463427
## [226,] -0.882737252
## [227,] -0.526222300
## [228,]  0.471975734
## [229,]  1.372092930
## [230,]  0.997699336
## [231,] -0.918794515
## [232,] -1.218242393
## [233,] -0.364631794
## [234,] -0.518753382
## [235,]  0.164383397
## [236,] -0.696194907
## [237,] -0.448463101
## [238,] -0.246569209
## [239,]  0.065648729
## [240,]  0.182182630
## [241,] -0.434305892
## [242,] -0.008969208
## [243,] -0.029420284
## [244,]  1.261381296
## [245,]  0.800458235
## [246,] -1.218145822
## [247,] -1.089840063
## [248,] -0.428704553
## [249,] -0.148939181
## [250,] -0.553084154
## [251,]  0.885583128
## [252,]  1.871427871
## [253,]  0.418673499
## [254,]  0.897941140
## [255,] -0.394342295
## [256,]  0.546841175
## [257,] -0.535764948
## [258,]  1.732785647
## [259,] -0.284534689
## [260,]  0.651959126
## [261,] -0.768265675
## [262,] -0.391661309
## [263,] -0.669218526
## [264,] -1.006130227
## [265,] -0.483095252
## [266,] -2.669074141
## [267,] -0.957594898
## [268,] -0.184745058
## [269,]  0.921231649
## [270,]  0.212150509
## [271,]  0.245482047
## [272,] -1.957922307
## [273,] -0.477678084
## [274,] -0.485476355
## [275,] -0.104623516
## [276,] -0.782607585
## [277,] -1.609024388
## [278,] -0.836080730
## [279,] -0.224146141
## [280,] -1.729923423
## [281,] -0.500291986
## [282,]  0.604431714
## [283,]  1.159994402
## [284,] -0.990113296
## [285,]  0.082236835
## [286,]  0.830466041
## [287,]  1.872005010
## [288,] -0.239057111
## [289,] -0.066100018
## [290,] -0.165383739
## [291,] -0.953524232
## [292,]  1.372549596
## [293,]  0.471975734
## [294,]  0.300842600
## [295,] -0.964190913
## [296,]  0.413569100
## [297,]  0.341254753
## [298,] -0.615593565
## [299,] -0.733565702
## [300,]  0.065115982
## [301,]  0.712032522
## [302,] -0.252469827
## [303,] -0.384351179
## [304,] -1.670474089
## [305,]  0.743738258
## [306,]  1.871427871
## [307,] -0.536680330
## [308,] -0.021551981
## [309,]  1.260946459
## [310,] -0.912561719
## [311,]  0.065915148
## [312,]  1.732245998
## [313,] -0.356040968
## [314,]  0.289403393
## [315,] -0.896197910
## [316,] -0.286327369
## [317,]  0.491614601
## [318,] -0.558964690
## [319,]  0.394230308
## [320,] -0.772583282
## [321,]  0.341254753
## [322,]  1.908135267
## [323,] -0.732895527
## [324,] -1.123506144
## [325,]  0.199613925
## [326,] -0.132493379
## [327,]  0.434418459
## [328,] -0.166439036
## [329,]  0.040422044
## [330,]  1.019286337
## [331,] -0.583938757
## [332,]  0.679564986
## [333,]  0.548262611
## [334,] -0.608014515
## [335,]  1.438885639
## [336,] -0.817654906
## [337,] -0.061180250
## [338,]  0.572507072
## [339,] -0.166320388
## [340,] -0.672846477
## [341,] -1.048031134
## [342,] -0.799872826
## [343,] -0.657668996
## [344,]  1.484627722
## [345,]  2.341051499
## [346,] -1.932432157
## [347,] -0.125337909
## [348,] -0.221858986
## [349,] -0.769794050
## [350,] -0.084713584
## [351,] -0.623480088
## [352,] -0.244188435
## [353,] -0.203483543
## [354,] -0.520186178
## [355,] -0.047710319
## [356,]  0.103815698
## [357,] -1.234367309
## [358,] -0.316622400
## [359,] -1.022339370
## [360,] -0.430493306
## [361,] -0.049317743
## [362,] -2.170948399
## [363,] -1.591971004
## [364,] -1.820112453
## [365,] -0.004185583
## [366,] -1.503871705
## [367,]  0.310939545
## [368,] -0.246564841
## [369,]  0.447628208
## [370,] -0.553594975
## [371,] -0.872389842
## [372,]  0.887581883
## [373,] -0.552173499
## [374,] -0.064746587
## [375,] -0.480908314
## [376,] -0.264601409
## [377,] -1.136393992
## [378,]  2.013776985
## [379,] -0.237459005
## [380,] -0.691092555
## [381,] -0.996503646
## [382,]  1.483186835
## [383,]  0.065382341
## [384,]  0.887581883
## [385,] -1.158386744
## [386,] -2.170948399
## [387,]  0.188909167
## [388,]  1.871427871
## [389,]  0.568511480
## [390,]  0.083657763
## [391,] -0.284534689
## [392,] -0.649102837
## [393,]  0.678067496
## [394,] -0.414762209
## [395,] -0.007333656
## [396,] -0.224267489
## [397,]  1.732245998
## [398,] -0.070394607
## [399,]  0.887581883
## [400,] -1.456346972
## [401,] -1.994790198
## [402,]  0.107117268
## [403,]  1.020249964
## [404,] -0.091164595
## [405,] -0.637202048
## [406,] -1.524870021
## [407,] -1.183445616
## [408,]  1.768396693
## [409,] -0.227589694
## [410,] -0.229189967
## [411,]  0.569945234
## [412,] -1.248520604
## [413,]  0.776350956
## [414,] -0.299739400
## [415,]  0.062149008
## [416,] -0.180528843
## [417,] -1.278970126
## [418,] -0.146806621
## [419,]  0.174138889
## [420,] -0.719684847
## [421,] -1.054659111
## [422,] -1.183250353
## [423,]  0.003009299
## [424,]  1.014508074
## [425,] -0.241108536
## [426,]  0.450809841
## [427,]  0.887581883
## [428,] -0.619392236
## [429,]  0.206212309
## [430,] -0.088117395
## [431,]  1.400605732
## [432,] -1.335108197
## [433,]  0.417324025
## [434,]  0.624652212
## [435,]  1.910706662
## [436,]  0.887581883
## [437,] -0.324682136
## [438,] -0.244742681
## [439,] -0.271375095
## [440,]  0.240310194
## [441,] -0.466081636
## [442,]  1.049577735
## [443,]  0.517827414
## [444,]  0.446862083
## [445,]  0.019156647
## [446,]  0.468452084
## [447,] -1.104390201
## [448,]  0.225067115
## [449,]  0.989932298
## [450,]  0.413569100
## [451,]  0.001762191
## [452,] -1.399318567
## [453,] -0.486407116
## [454,] -0.538313974
## [455,]  0.602163028
## [456,]  1.113320840
## [457,]  0.125470472
## [458,]  0.932267924
## [459,]  1.956316688
## [460,] -0.535764948
## [461,] -0.472963438
## [462,]  0.712379418
## [463,]  0.059930464
## [464,] -1.576992607
## [465,] -1.046621719
## [466,]  0.019417811
## [467,] -1.916231885
## [468,]  0.864235197
## [469,]  0.188909167
## [470,] -0.573141960
## [471,]  0.083679218
## [472,] -0.638775905
## [473,] -1.234564188
## [474,]  0.341254753
## [475,] -0.103540031
## [476,] -0.303077872
## [477,]  1.732245998
## [478,] -0.066100018
## [479,] -0.717249022
## [480,] -0.243954970
## [481,] -0.581125154
## [482,]  0.458752881
## [483,] -0.248156934
## [484,] -0.434089191
## [485,] -0.018423098
## [486,] -1.010918891
## [487,] -0.358006390
## [488,] -0.851965874
## [489,] -0.782410811
## [490,] -0.585653592
## [491,]  0.274561210
## [492,] -0.555219945
## [493,]  0.446549995
## [494,]  0.712379418
## [495,] -0.323693571
## [496,] -0.838921732
## [497,]  0.744089549
## [498,] -0.535974231
## [499,] -0.823569663
## [500,] -1.786806410
## [501,]  1.146229005
## [502,]  0.040685602
## [503,]  2.014395684
## [504,] -1.140086185
## [505,]  0.710515628
## [506,] -0.690616595
## [507,] -0.395084299
## [508,]  0.386059890
## [509,] -0.853314601
## [510,]  0.719318828
## [511,] -0.025049339
## [512,] -0.298969204
## [513,]  0.089586259
## [514,] -0.490666627
## [515,]  0.951993958
## [516,] -0.243721482
## [517,] -0.978140622
## [518,]  0.445497178
## [519,]  0.885954910
## [520,] -0.263588537
## [521,] -0.600512464
## [522,] -0.523671225
## [523,]  0.870730985
## [524,] -0.587356483
## [525,]  1.639743826
## [526,]  1.403092713
## [527,] -0.750903954
## [528,] -0.379906990
## [529,]  0.413569100
## [530,] -0.996503646
## [531,] -0.282059884
## [532,] -0.293466758
## [533,] -0.722110982
## [534,]  0.651959126
## [535,] -0.125337909
## [536,] -0.656292612
## [537,]  0.064483666
## [538,] -1.612840591
## [539,] -0.297185680
## [540,] -0.516485534
## [541,]  0.629561766
## [542,] -1.112606318
## [543,] -0.536471094
## [544,] -2.210532319
## [545,]  0.743738258
## [546,] -0.199398994
## [547,]  1.190682779
## [548,]  1.641487005
## [549,]  0.315841543
## [550,]  0.413569100
## [551,]  1.607943460
## [552,]  0.744089549
## [553,] -0.163388738
## [554,] -0.021551981
## [555,] -0.287893740
## [556,] -1.223510597
## [557,]  1.051317156
## [558,]  1.910706662
## [559,]  0.743738258
## [560,] -0.266862641
## [561,]  0.375094807
## [562,] -0.648009481
## [563,] -2.278579518
## [564,] -0.204066246
## [565,]  0.712032522
## [566,]  0.059930464
## [567,]  0.522052599
## [568,]  0.956651371
## [569,]  0.684070889
## [570,] -0.380440306
## [571,]  1.772688908
## [572,]  0.650477934
## [573,] -0.943831100
## [574,] -0.379473006
## [575,] -0.211344359
## [576,]  0.107388442
## [577,] -0.294176236
## [578,] -0.449613409
## [579,]  0.202769659
## [580,]  0.171699537
## [581,] -1.908294267
## [582,] -0.639186808
## [583,]  0.185315327
## [584,] -0.612404102
## [585,]  0.897941140
## [586,]  0.079768965
## [587,] -0.127008798
## [588,]  1.290449731
## [589,]  2.013776985
## [590,]  0.947172199
## [591,] -0.112820506
## [592,] -0.104623516
## [593,]  2.341051499
## [594,]  1.871427871
## [595,]  1.401530902
## [596,]  0.220637129
## [597,]  0.341254753
## [598,]  0.394535866
## [599,] -0.248042281
## [600,] -0.766240491
## [601,]  0.020560589
## [602,] -0.128081466
## [603,] -0.244509269
## [604,]  0.131757622
## [605,] -0.536471094
## [606,]  0.290391305
## [607,] -0.536471094
## [608,]  0.178489802
## [609,] -0.705005763
## [610,]  0.125743770
## [611,]  1.772688908
## [612,] -0.941002105
## [613,]  0.044526036
## [614,]  1.639743826
## [615,]  1.639743826
## [616,]  0.080673529
## [617,] -1.152145353
## [618,]  0.393924788
## [619,] -0.243721482
## [620,]  0.341254753
## [621,] -0.723255238
## [622,] -1.334914413
## [623,] -0.337131819
## [624,] -1.088329631
## [625,]  0.814498826
## [626,] -1.001692349
## [627,] -0.675097467
## [628,] -0.527754835
## [629,] -0.947770390
## [630,] -0.486912202
## [631,] -0.567181616
## [632,] -0.248042281
## [633,] -0.206719843
## [634,] -0.127836293
## [635,]  0.019417811
## [636,]  1.681494235
## [637,] -0.838171017
## [638,]  0.710862315
## [639,]  0.751323452
## [640,]  0.977876942
## [641,]  1.186390772
## [642,] -0.025437633
## [643,] -1.812733355
## [644,] -0.231258640
## [645,] -0.397451677
## [646,] -1.796958344
## [647,] -0.067813841
## [648,] -0.207993919
## [649,] -0.103540031
## [650,] -0.550546986
## [651,] -0.480996127
## [652,]  0.414916525
## [653,]  0.498288807
## [654,]  0.042081493
## [655,]  0.389037637
## [656,] -0.535764948
## [657,] -0.769991260
## [658,]  0.683256498
## [659,]  0.744923845
## [660,]  0.082505149
## [661,]  0.887581883
## [662,] -0.408909916
## [663,] -1.171157119
## [664,] -0.067201039
## [665,]  0.124275334
## [666,] -0.620902096
## [667,] -0.045363046
## [668,] -0.143487213
## [669,]  0.491932388
## [670,] -0.284534689
## [671,] -0.819846769
## [672,]  0.951993958
## [673,]  0.042081493
## [674,]  1.185969764
## [675,] -0.535764948
## [676,] -0.657176789
## [677,] -0.655610426
## [678,]  0.112540027
## [679,] -0.734446497
## [680,] -0.278376489
## [681,]  0.522052599
## [682,]  1.185969764
## [683,]  0.977876942
## [684,]  1.550613350
## [685,]  1.732245998
## [686,] -0.102703891
## [687,]  0.517827414
## [688,]  0.283425301
## [689,]  2.341051499
## [690,]  1.076527447
## [691,] -0.339645203
## [692,] -0.086418447
## [693,]  0.218416513
## [694,]  1.732245998
## [695,] -0.913503925
## [696,]  0.871470173
## [697,]  0.267772405
## [698,]  0.313247064
## [699,] -0.803791011
## [700,]  0.119360324
## [701,] -0.526943462
## [702,] -0.341398812
## [703,]  0.243520102
## [704,] -1.302305615
## [705,] -0.164550072
## [706,] -0.778644614
## [707,] -0.002546665
## [708,] -0.083870668
## [709,] -0.109811915
## [710,] -0.247137177
## [711,] -0.341398812
## [712,]  0.548262611
## [713,] -0.287780938
## [714,]  1.732785647
## [715,] -0.340094388
## [716,]  2.341051499
## [717,] -0.353767060
## [718,]  0.439852395
## [719,]  0.182182630
## [720,] -1.018758089
## [721,] -0.895155851
## [722,]  1.260511704
## [723,]  2.014395684
## [724,] -0.883118199
## [725,] -1.042959332
## [726,]  1.476187549
## [727,] -0.395304152
## [728,] -0.044246885
## [729,]  2.014395684
## [730,]  0.199613925
## [731,] -0.635615097
## [732,]  0.246615828
## [733,] -1.822695605
## [734,] -0.657672780
## [735,]  0.061496242
## [736,] -0.162905683
## [737,] -0.960140903
## [738,] -1.144618871
## [739,] -0.769794050
## [740,] -0.914069276
## [741,]  0.323365658
## [742,]  0.712379418
## [743,]  0.712379418
## [744,] -1.043811750
## [745,] -0.280959477
## [746,]  2.341051499
## [747,]  0.442750550
## [748,]  0.243807311
## [749,] -0.206956959
## [750,]  1.219296974
## [751,] -0.650874243
## [752,] -1.022339370
## [753,] -2.198714870
## [754,] -0.618715838
## [755,]  0.283844506
## [756,]  0.743738258
## [757,] -0.322912660
## [758,] -0.769991260
## [759,] -0.687763667
## [760,]  1.908135267
## [761,]  0.109378944
## [762,]  0.712032522
## [763,] -1.351172528
## [764,] -0.849033722
## [765,] -0.005945599
## [766,] -0.720556014
## [767,]  0.032848183
## [768,]  1.732785647
## [769,]  1.521747421
## [770,]  0.504348058
## [771,] -0.638293712
## [772,] -1.201105319
## [773,]  0.220637129
## [774,] -0.282835372
## [775,] -0.553386852
## [776,]  0.171699537
## [777,]  0.313247064
## [778,] -1.437001550
## [779,] -0.704771192
## [780,] -1.095021431
## [781,]  0.867115427
## [782,]  0.806069765
## [783,]  0.583083763
## [784,]  1.096773314
## [785,] -0.051898842
## [786,]  0.491614601
## [787,] -0.084963324
## [788,] -0.468178562
## [789,] -0.109564820
## [790,] -0.717933595
## [791,] -0.836869252
## [792,]  1.159578101
## [793,] -0.689818438
## [794,]  1.148040322
## [795,] -0.128081466
## [796,] -0.169848635
## [797,] -1.180025170
## [798,] -0.890333355
## [799,]  0.546841175
## [800,] -0.499365605
## [801,] -0.067813841
## [802,]  0.522052599
## [803,]  1.607943460
## [804,]  1.871427871
## [805,] -0.044257636
## [806,] -0.025049339
## [807,]  0.630694834
## [808,] -0.656106614
## [809,] -0.243721482
## [810,]  0.599251596
## [811,]  0.110695040
## [812,]  2.341051499
## [813,] -1.662596600
## [814,]  1.956316688
## [815,] -0.127254057
## [816,]  1.641487005
## [817,]  1.401068269
## [818,]  0.631030717
## [819,]  2.013776985
## [820,] -0.298969204
## [821,]  0.151633218
## [822,]  0.526121223
## [823,]  0.887581883
## [824,]  1.260511704
## [825,]  0.513131123
## [826,]  0.151633218
## [827,]  2.341051499
## [828,] -1.071163681
## [829,] -0.787875806
## [830,] -0.192214411
## [831,]  0.218416513
## [832,] -0.833702244
## [833,] -0.769991260
## [834,]  1.357455999
## [835,] -0.043738566
## [836,] -0.036665136
## [837,] -0.356264135
## [838,]  0.413569100
## [839,] -0.536680330
## [840,] -0.908221657
## [841,] -0.104375871
## [842,] -1.074450919
## [843,]  0.548262611
## [844,] -0.448877017
## [845,] -0.537895706
## [846,]  1.049577735
## [847,] -0.785274940
## [848,] -0.352566282
## [849,]  1.401068269
## [850,]  0.516423125
## [851,] -0.652355344
## [852,] -1.154126305
## [853,] -0.165023714
## [854,]  2.341051499
## [855,]  1.682020984
## [856,]  1.290009343
## [857,]  0.058258288
## [858,]  0.568839169
## [859,] -0.394342295
## [860,] -2.920338563
## [861,] -0.753116972
## [862,] -1.482537787
## [863,] -0.446249369
## [864,]  0.603948382
## [865,]  1.908135267
## [866,]  0.341553786
## [867,] -0.081918581
## [868,]  2.341051499
## [869,]  1.114698696
## [870,] -0.227589694
## [871,] -0.694513646
## [872,] -0.287780938
## [873,]  0.547166049
## [874,] -0.391661309
## [875,] -0.376233385
## [876,]  0.573312676
## [877,] -1.085973489
## [878,]  0.020299297
## [879,] -0.104871133
## [880,]  0.399487201
## [881,]  0.524887997
## [882,] -0.375037769
## [883,]  1.051317156
## [884,]  2.013776985
## [885,]  1.401068269
## [886,]  1.591140928
## [887,]  1.908135267
## [888,] -0.975042922
## [889,]  0.744089549
## [890,] -0.004185583
## [891,]  0.110956412
## [892,]  2.341051499
## [893,] -2.318078399
## [894,]  1.145815126
## [895,]  0.712379418
## [896,] -0.536471094
## [897,]  2.014395684
## [898,]  0.341553786
## [899,] -0.416902398
## [900,]  1.114698696
## [901,] -0.517406654
## [902,] -0.593281231
## [903,]  0.041575165
## [904,]  0.807150276
## [905,] -0.655610426
## [906,] -0.705060302
## [907,]  1.591140928
## [908,]  1.186390772
## [909,]  1.681494235
## [910,] -1.989647193
## [911,] -0.341398812
## [912,] -0.127008798
## [913,]  1.248897072
## [914,]  0.342563109
## [915,] -0.483504169
## [916,] -1.345169741
## [917,] -2.695860660
## [918,] -0.182066790
## [919,]  0.172918899
## [920,]  0.489769069
## [921,]  1.323380200
## [922,]  0.037981795
## [923,]  0.629226078
## [924,]  0.371053993
## [925,] -0.652252531
## [926,] -0.018423098
## [927,] -1.415488480
## [928,] -1.380235808
## [929,] -0.107042200
## [930,] -0.601422611
## [931,] -0.607621294
## [932,]  0.277702564
## [933,] -0.457192811
## [934,] -0.252958689
## [935,]  0.666067239
## [936,]  1.871427871
## [937,]  1.732245998
## [938,]  0.018536660
## [939,]  0.745626806
## [940,] -1.285382620
## [941,] -0.127254057
## [942,] -1.246166145
## [943,]  1.732245998
## [944,] -0.618703344
## [945,]  2.341051499
## [946,] -0.138617061
## [947,] -1.110447047
## [948,] -1.006792994
## [949,] -0.766050569
## [950,] -1.133647701
## [951,]  1.061595990
## [952,]  0.151633218
## [953,]  0.573640992
## [954,] -0.187659352
## [955,]  0.678067496
## [956,]  0.684070889
## [957,]  1.910706662
## [958,] -0.155014471
## [959,] -0.283759737
## [960,]  0.342563109
mirt::itemfit(DGS_IRT_3)
##     item    S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1  DGS_9 112.026      78      0.021  0.007
## 2 DGS_27 109.173      78      0.020  0.011
## 3 DGS_29  84.260      72      0.013  0.153
## 4 DGS_46 109.498      69      0.025  0.001
## 5 DGS_51 137.023      90      0.023  0.001
## 6 DGS_52  91.621      75      0.015  0.093
mirt::personfit(DGS_IRT_3)
##          outfit     z.outfit       infit      z.infit           Zh
## 1    0.15900837 -1.960722040  0.14725928 -1.985872356   1.48665876
## 2    0.37726288 -1.009749176  0.35372599 -1.052276638   1.30484312
## 3    0.59561929 -0.711336828  0.63888296 -0.607838977   1.25164230
## 4    0.72163772 -0.276066859  0.72514805 -0.241528969   0.64146312
## 5    1.10994130  0.376774508  1.17155110  0.471599101  -0.69678238
## 6    0.14041157 -2.278939046  0.17231824 -2.107367433   1.15317168
## 7    2.00100181  1.577470195  1.63138695  1.142168614  -1.00971600
## 8    1.29512705  0.640253342  1.42533102  0.793119594  -0.61753330
## 9    0.59038423 -0.562259436  0.60072775 -0.497007842   1.01600742
## 10   0.18949016 -2.421934228  0.18308771 -2.489431334   0.92368058
## 11   2.16681292  1.594252742  2.37145416  1.750137343  -1.38394168
## 12   0.39535934 -1.069528900  0.35627965 -1.118971928   1.00818048
## 13   0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 14   0.44702784 -0.897375367  0.54088207 -0.619938457   1.06881203
## 15   0.20530516 -1.708780007  0.20692112 -1.648359220   1.39207857
## 16   0.37726288 -1.009749176  0.35372599 -1.052276638   1.30484312
## 17   0.41709611 -0.975810883  0.49495612 -0.743679329   1.12952194
## 18   0.56226036 -0.605203115  0.57428356 -0.545948138   0.83563890
## 19   0.86126450 -0.130507685  0.83256657 -0.198446276   0.86930566
## 20   2.95309802  2.260865715  3.29480738  2.471431613  -2.36742498
## 21   0.40288581 -1.103502001  0.29840725 -1.456080269   1.03266986
## 22   0.15271746 -2.555284514  0.15501102 -2.546653541   0.88061240
## 23   0.31023268 -1.331030290  0.27271954 -1.386177517   1.19614715
## 24   0.51891102 -0.764078111  0.52375461 -0.749113609   0.79429836
## 25   0.97884180  0.177365147  1.02071132  0.251061552   0.01961763
## 26   1.61298335  1.070059545  1.97019211  1.565792852  -0.13756772
## 27   1.40717849  0.881989363  1.44066859  0.958966094  -0.42583448
## 28   0.96379197  0.141965977  0.80903316 -0.133976704  -0.65976020
## 29   2.92099442  2.314807737  2.66489943  2.098430567  -2.18837928
## 30   0.21049618 -1.892047008  0.24354463 -1.754470038   1.14926218
## 31   0.50864433 -1.057181433  0.45980666 -1.220753524   1.24663100
## 32   3.89068589  3.440012919  3.80413420  3.392665837  -5.43402872
## 33   0.14109575 -2.102173397  0.12260480 -2.192814829   1.32585280
## 34   0.15900837 -1.960722040  0.14725928 -1.985872356   1.48665876
## 35   0.61855916 -0.550793447  0.65006354 -0.547565359   1.01429079
## 36   1.85369713  1.306909907  1.67289408  1.101482710  -1.15504523
## 37   0.78378571 -0.162219936  0.74475690 -0.208185102   0.25133113
## 38   0.88464934  0.023246340  0.69274582 -0.316627475   0.11347953
## 39   0.60985317 -0.503014448  0.50082680 -0.713064514   0.71009867
## 40   0.21429122 -1.921302535  0.15539776 -2.265670057   1.13290690
## 41   0.42646304 -0.982213275  0.45123490 -0.856086461   0.79980063
## 42   0.16893945 -2.547890127  0.17332711 -2.528419476   1.54078624
## 43   2.42706453  1.859793721  2.72214099  2.093956237  -1.70582443
## 44   0.66465154 -0.395013663  0.69444456 -0.306046435   0.38696580
## 45   0.44904111 -0.883968651  0.41507212 -0.940449656   0.74018703
## 46   0.41258980 -1.008743482  0.37467200 -1.055195150   1.09506143
## 47   0.35552455 -1.580643802  0.33995226 -1.643968440   1.12828642
## 48   0.38596687 -0.749550475  0.40543955 -0.753168632   1.23990320
## 49   1.67690779  1.307011241  1.77666734  1.460045508  -1.57991689
## 50   0.27797540 -1.440945657  0.32845150 -1.193238749   1.37252944
## 51   0.41443766 -1.365223086  0.51514576 -1.062268677   0.93185400
## 52   0.82594225 -0.089367971  0.82656793 -0.066260966   0.49793478
## 53   1.66315565  1.088311503  2.03668057  1.438186652  -0.59604102
## 54   0.73720515 -0.342696761  0.77699135 -0.262233466   1.17384352
## 55   1.24542134  0.586036240  1.19658536  0.513270094  -0.29470058
## 56   2.36835849  1.780004610  2.59382638  1.916536121  -1.77191808
## 57   1.57653968  1.087396365  1.66000287  1.207222945  -1.66804472
## 58   1.63285864  1.085632896  1.58537845  1.028676496  -1.53106577
## 59   0.59077209 -0.541491494  0.76160245 -0.172911381   0.50029921
## 60   0.13415284 -2.136124947  0.12449320 -2.169700657   1.46392299
## 61   0.88976960  0.029946366  0.87296438  0.016225956   0.01754361
## 62   1.28280233  0.618961017  1.32633935  0.668317344  -0.94026182
## 63   0.47137274 -0.850785904  0.43663438 -0.885356634   0.66186633
## 64   0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 65   0.27520862 -1.887109494  0.26155250 -1.955459968   0.92037363
## 66   0.38917579 -1.447008793  0.38595343 -1.459491403   0.82185820
## 67   0.33430045 -1.465580300  0.28543827 -1.679141774   0.85302020
## 68   1.50715894  1.016654812  1.56484315  1.103621209  -1.04881829
## 69   1.24531698  0.571487240  1.40186068  0.773292711  -0.43068849
## 70   0.39129581 -1.080407757  0.38191096 -1.046363761   1.16542726
## 71   0.29995938 -1.351073201  0.23168866 -1.532196179   1.29866756
## 72   0.42214867 -0.990665082  0.42629979 -0.917421886   0.80711652
## 73   0.61061780 -0.442631254  0.63771801 -0.375571545   0.76268441
## 74   0.69647758 -0.318934229  0.69552466 -0.296615518   0.32776903
## 75   0.65000213 -0.601561728  0.61844530 -0.688361763   0.81058159
## 76   0.32991250 -1.326733512  0.34210885 -1.283328625   1.29704469
## 77   0.67715700 -0.483229329  0.64463115 -0.570929132   0.42760034
## 78   1.40321612  0.773443009  1.39948914  0.758401883  -0.51050755
## 79   0.45159785 -0.720401166  0.47623430 -0.664880813   1.16658604
## 80   0.53872115 -0.753518680  0.53944960 -0.757843849   0.53190244
## 81   0.27218542 -1.892474894  0.28483575 -1.839454245   1.01891203
## 82   0.24093186 -1.576113714  0.23607948 -1.561508760   1.43369752
## 83   0.81227823 -0.078842349  0.75753199 -0.163063910   0.49294253
## 84   1.20516574  0.516662041  1.07930700  0.335789014  -0.33511847
## 85   0.15900837 -1.960722040  0.14725928 -1.985872356   1.48665876
## 86   0.34786333 -1.183498752  0.32512535 -1.201866661   1.38697356
## 87   0.21676881 -1.704848948  0.22571843 -1.642475201   1.40106907
## 88   0.38181319 -1.081329961  0.39474717 -1.149740522   1.06073745
## 89   1.07438674  0.318038793  0.82821752 -0.129728903  -0.17839490
## 90   0.65697747 -0.420245707  0.70847117 -0.306518116   0.53513935
## 91   0.53510417 -0.667516030  0.56174599 -0.573943674   0.51436969
## 92   0.76010275 -0.225429357  0.65640273 -0.436654449   0.23055304
## 93   0.13294706 -2.145227799  0.13590721 -2.015423661   1.24492552
## 94   3.21663972  2.737183780  2.81441757  2.413994822  -3.14583732
## 95   0.42338275 -0.962387289  0.38771319 -1.035925974   0.76223969
## 96   0.87677018 -0.024660920  0.89147546 -0.027336256   0.28488242
## 97   1.43888660  0.817530329  1.72415936  1.127492591  -0.61578081
## 98   0.87889098 -0.077703369  0.90308541 -0.027134938   0.38221189
## 99   0.92331383  0.063559416  0.94181178  0.094952096   0.17668794
## 100  1.35040795  0.777987323  1.41781195  0.913738470   0.47119771
## 101  2.93227268  2.286432279  3.13338491  2.422487633  -2.84563517
## 102  0.21100159 -1.692619943  0.19533321 -1.719073245   1.42378419
## 103  0.54713391 -0.756121182  0.53540501 -0.796701926   0.50641494
## 104  1.35080608  0.757987516  1.19881857  0.524689110  -1.27324819
## 105  1.89673965  1.512624266  1.76165572  1.352040237  -2.38325076
## 106  0.61805654 -0.522855215  0.56615841 -0.639585987   0.60014190
## 107  2.71491726  2.105207841  2.70781102  2.081908669  -2.44572133
## 108  0.59207587 -0.577840754  0.49864425 -0.800164089   0.55774961
## 109  1.87034709  1.486586288  1.91855890  1.555118633  -1.95264865
## 110  1.16175484  0.453589481  1.11219735  0.384157304  -0.33188555
## 111  0.70632963 -0.317560650  0.67356682 -0.351292268   0.89761845
## 112  0.81302517 -0.130239379  0.77760300 -0.198700386  -0.13972864
## 113  0.27913880 -1.927449919  0.33353589 -1.688347026   1.21844211
## 114  0.81464604 -0.186382655  0.83031344 -0.158210110   0.12814754
## 115  0.21655780 -2.098553100  0.21413791 -2.127687828   0.64252049
## 116  0.31891595 -1.295902707  0.37640227 -1.047335512   0.97176343
## 117  0.73287184 -0.335058555  0.71271826 -0.387079276   0.85026610
## 118  1.92443077  1.621893475  1.80074646  1.459829171  -1.44289160
## 119  1.19398440  0.499489144  1.13307961  0.412766855  -0.40012743
## 120  0.69548776 -0.326479857  0.63284980 -0.421853445   0.66801624
## 121  0.18454043 -1.846943100  0.19872938 -1.684430345   1.30839476
## 122  0.03402528 -2.956786138  0.03514483 -2.828483030   1.69047991
## 123  0.44497068 -1.089032885  0.45985714 -1.058588435   0.89765474
## 124  0.50225779 -0.970684488  0.51631163 -1.016066243   0.87787067
## 125  1.29972361  0.643172921  1.27969327  0.609323309  -0.28961385
## 126  0.43596270 -1.289902690  0.55582525 -0.935258343   0.60482696
## 127  0.55681273 -0.828612009  0.42945582 -1.226641088   0.61671187
## 128  2.93079299  2.247630404  2.59254757  1.917209833  -2.22052499
## 129  0.66235748 -0.445810214  0.81390815 -0.135780246   0.64407078
## 130  1.64565734  1.083310616  1.68242808  1.121191843  -1.39308948
## 131  0.45949682 -0.871526441  0.38059890 -1.040229194   0.74796768
## 132  0.44077919 -0.917633689  0.35427761 -1.107804750   0.89803527
## 133  6.73207766  4.473562482  8.06943373  4.848738947  -5.80721200
## 134  0.71150945 -0.288590183  0.73110718 -0.231289881   0.74517478
## 135  1.92629693  1.475376547  1.43333899  0.865580341  -1.04922229
## 136  0.31768125 -1.755729152  0.37591550 -1.553888170   1.23750030
## 137  0.34164838 -1.399235639  0.28820510 -1.622020573   0.87574415
## 138  0.52419548 -0.703446924  0.57216501 -0.572324430   0.75961181
## 139  0.24872656 -1.554254134  0.27785622 -1.363998537   0.98494794
## 140  0.50298120 -0.783966854  0.58479381 -0.578071128   0.78878380
## 141  0.60419722 -0.622766246  0.53653150 -0.806426329   0.45014478
## 142  0.25196869 -1.514409628  0.25859232 -1.424947344   1.17610795
## 143  0.18201784 -2.448283436  0.19624001 -2.363660958   0.66502127
## 144  0.18454043 -1.846943100  0.19872938 -1.684430345   1.30839476
## 145  0.03402528 -2.956786138  0.03514483 -2.828483030   1.69047991
## 146  0.12664740 -2.137420247  0.11503148 -2.111108922   1.38594450
## 147  1.09666721  0.358551035  1.16602096  0.459799192  -0.28958305
## 148  0.38517785 -1.120343339  0.36422021 -1.176592512   0.97889246
## 149  0.48722575 -1.098285314  0.64833763 -0.666732428   0.95782030
## 150  0.21655780 -2.098553100  0.21413791 -2.127687828   0.64252049
## 151  0.53333442 -0.693133454  0.54625619 -0.615418476   0.96213646
## 152  1.09492401  0.356357561  0.95035352  0.143073603  -0.41467899
## 153  1.00886091  0.207203777  0.80423844 -0.178027265  -0.01037650
## 154  0.55650062 -0.876275403  0.73108427 -0.446964894   0.82941852
## 155  0.37890510 -1.512576936  0.42109699 -1.361562215   0.80756829
## 156  0.75549377 -0.219420409  0.71143411 -0.276530325   0.55487214
## 157  0.48237311 -0.829443172  0.46856553 -0.811582838   0.55207377
## 158  0.13294706 -2.145227799  0.13590721 -2.015423661   1.24492552
## 159  0.56764819 -0.591915742  0.62659787 -0.437729742   0.62564779
## 160  1.57942351  0.980835714  1.84084077  1.240476736  -0.39764919
## 161  0.30444825 -1.483736682  0.33187238 -1.394543144   0.89461916
## 162  0.54119821 -0.658702638  0.53715824 -0.627973018   1.01732890
## 163  0.40711283 -0.909693149  0.34654704 -1.175357261   0.81842899
## 164  3.57182391  3.376814712  3.42301841  3.263873814  -5.73305270
## 165  0.19969275 -1.853140164  0.20667930 -1.817355869   1.16669500
## 166  0.23380831 -1.731939354  0.24252501 -1.699752754   1.09176038
## 167  0.78905371 -0.144718140  0.84181920 -0.034100030   0.65846997
## 168  0.33353107 -1.101121563  0.34214506 -1.168118521   1.16863012
## 169  0.87530129 -0.059292526  1.00393192  0.186403474   0.65990151
## 170  0.31814187 -1.554937159  0.30756147 -1.617003249   0.53854799
## 171  0.49905724 -0.772697392  0.55353241 -0.624598782   0.67609936
## 172  0.25406495 -1.969285906  0.24816282 -2.004877242   0.55180383
## 173  0.36715936 -1.394728970  0.38085793 -1.362129033   0.69520357
## 174  0.26002737 -1.532337101  0.22231503 -1.598966129   1.13159398
## 175  0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 176  1.06647178  0.314064303  1.01262900  0.239214083   0.23775770
## 177  0.58664206 -0.806323190  0.72103258 -0.475235638   1.02056620
## 178  0.34786333 -1.183498752  0.32512535 -1.201866661   1.38697356
## 179  1.17602161  0.475044564  1.14398951  0.428345968  -0.01207578
## 180  2.27384348  1.791668750  1.68400023  1.160893557  -1.22029581
## 181  0.36156591 -1.362252925  0.46279060 -1.048211886   0.97336025
## 182  0.70993227 -0.455298163  0.68884814 -0.510159958   0.22007571
## 183  1.00912492  0.223378329  1.00441265  0.225070517   0.07594103
## 184  0.98913109  0.191479201  1.05512242  0.296728073   0.14451955
## 185  0.18762186 -1.983435067  0.18937756 -1.987259262   1.24404210
## 186  0.31441827 -1.331235711  0.27723041 -1.383080962   1.20371738
## 187  0.77428156 -0.174805546  0.99647310  0.209899833   0.60423256
## 188  0.28082725 -1.654066358  0.25784057 -1.774101688   0.80392532
## 189  0.18454043 -1.846943100  0.19872938 -1.684430345   1.30839476
## 190  0.23620247 -1.796459314  0.25982145 -1.710209350   1.36418018
## 191  1.15906800  0.457962933  1.29030986  0.668590080   0.03741951
## 192  0.54254913 -0.615325599  0.51799963 -0.647651026   0.58444783
## 193  0.54713307 -0.605395586  0.55711880 -0.560477819   1.01434375
## 194  0.74823720 -0.394482079  0.81374399 -0.240278162   0.45563683
## 195  1.72551569  1.164075845  1.57443486  0.984765360  -2.06089579
## 196  1.22502389  0.543457375  1.37599391  0.733024126   0.05446154
## 197  1.26143157  0.653438169  1.30851335  0.735853312  -0.59460251
## 198  0.67830943 -0.360050360  0.69493132 -0.297925186   0.21239380
## 199  0.65958989 -0.489417783  0.71616383 -0.369247630   0.41548959
## 200  0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 201  5.21891301  3.731412775  4.47601031  3.190085842  -3.73376217
## 202  1.26821312  0.661473148  1.21889442  0.583003817   0.25684851
## 203  0.36369623 -1.214454462  0.44533251 -0.966436688   1.03991224
## 204  0.40068827 -1.150764517  0.36186070 -1.287312808   0.68464057
## 205  0.30423172 -1.321456029  0.34191512 -1.143471916   1.01876972
## 206  0.57535023 -0.842011328  0.65684251 -0.644822613   0.47806934
## 207  0.85768403 -0.032361528  1.03537963  0.265323565   0.32052018
## 208  0.42176377 -0.978569972  0.40932580 -0.953999735   1.04560629
## 209 10.53236442  5.844252654 10.83009179  5.726502557 -10.33519607
## 210  0.37726288 -1.009749176  0.35372599 -1.052276638   1.30484312
## 211  1.58277258  1.091345210  1.35582975  0.773233893  -0.97609309
## 212  0.35823551 -1.471930879  0.34696760 -1.527411945   1.08780890
## 213  1.28252893  0.646905853  1.27073257  0.631738601  -0.52027155
## 214  2.21357529  1.659222393  2.10745690  1.544280192  -1.01506557
## 215  0.67740517 -0.427572342  0.68484057 -0.416053992   0.27139607
## 216  0.60210156 -0.754395418  0.47029120 -1.207457071   1.05794079
## 217  0.24998928 -1.549602174  0.19427798 -1.709835740   1.28189433
## 218  1.37188540  0.739561219  1.44307993  0.824143172  -0.15672391
## 219  0.54757898 -0.935322905  0.59358372 -0.802335178   0.36585576
## 220  0.36797135 -1.242798776  0.39318965 -1.168935922   1.17137704
## 221  0.70088542 -0.470154741  0.67135579 -0.547420783   0.17138115
## 222  0.88889913  0.043487266  0.95305846  0.153593373   0.34006703
## 223  0.67860809 -0.427266563  0.67692623 -0.436350200   0.51788768
## 224  0.23607297 -1.629217075  0.19917942 -1.696093920   1.21781761
## 225  0.28220445 -1.618788844  0.21828761 -1.923268467   1.12883076
## 226  0.68384602 -0.523230572  0.64161283 -0.634182378   0.58770045
## 227  1.19679004  0.514912483  0.94814943  0.094463291  -0.57272387
## 228  0.19543070 -1.766508153  0.21910631 -1.581438256   1.21107908
## 229  0.64308921 -0.434095072  0.59822833 -0.498534761   0.75782135
## 230  2.09333757  1.551567407  2.50846554  1.869231176  -0.87326766
## 231  0.38004604 -1.452907605  0.38590765 -1.434074122   0.70236719
## 232  0.37926779 -1.512642545  0.38818916 -1.499773003   1.45584061
## 233  2.65663435  2.138896220  2.04860179  1.563377274  -2.27800053
## 234  0.57887685 -0.685400736  0.55688765 -0.752153368   0.07941726
## 235  6.43264934  4.242028944  4.90393997  3.410249376  -6.02676246
## 236  2.21768472  1.865761393  2.09815371  1.746636060  -1.44595102
## 237  1.20987672  0.531920044  1.30037320  0.667534910  -0.52104369
## 238  0.90360422  0.040790504  0.91127941  0.055356792   0.51564087
## 239  0.27684482 -1.426168030  0.25308948 -1.476112454   1.13337933
## 240  0.60290649 -0.513478974  0.69047172 -0.310346744   0.48439975
## 241  0.23907898 -1.752377381  0.25667912 -1.689618583   1.12284201
## 242  1.77183258  1.205584268  1.41315746  0.783479359  -0.80483024
## 243  2.44880780  1.860919888  2.18212253  1.601024409  -1.34818863
## 244  1.22502389  0.543457375  1.37599391  0.733024126   0.05446154
## 245  0.31531939 -1.322197176  0.37133577 -1.071110600   0.84635260
## 246  1.03030901  0.225394805  0.86683051 -0.123173334  -0.24443750
## 247  0.52148762 -1.015606372  0.56067929 -0.898748421   1.19177022
## 248  0.50195122 -0.856930900  0.46464709 -0.968993288   0.40971779
## 249  1.45667023  0.851309729  1.33450968  0.691600767  -1.48752890
## 250  0.72140318 -0.359286540  0.80959263 -0.178189922   0.37101130
## 251  1.02249106  0.243832861  1.13221189  0.411806919   0.11084243
## 252  0.45887963 -0.751687372  0.48181955 -0.687372092   0.84992906
## 253  0.79934912 -0.125663078  0.89885143  0.062229235  -0.07731673
## 254  0.46733597 -0.868732267  0.39644024 -1.002493080   1.07038082
## 255  0.04320191 -3.099822314  0.03835400 -3.186120371   1.50157462
## 256  0.48356655 -0.806750744  0.50597587 -0.703299729   1.13961402
## 257  0.22615518 -1.874842365  0.25621547 -1.758880784   0.84826660
## 258  0.88608783  0.048964576  0.99986930  0.228409421   0.59789652
## 259  0.05914247 -2.817028651  0.05165930 -2.898313158   1.61725939
## 260  0.23446913 -1.614800463  0.25041302 -1.466702568   1.16425351
## 261  0.57739874 -0.770449102  0.66863672 -0.540724885   0.52745220
## 262  0.46421577 -0.948481408  0.59246107 -0.620271436   1.04932260
## 263  0.39838266 -1.270615773  0.37283465 -1.376374444   0.61353161
## 264  0.26883487 -1.956417637  0.25565328 -2.021126786   1.56144543
## 265  0.69095877 -0.411007810  0.82734459 -0.130626561   0.24876125
## 266  0.37678498 -0.686564555  0.34136241 -0.812330217   1.22006682
## 267  0.87725996 -0.085043095  0.88828718 -0.061617156   0.91606881
## 268  0.29185748 -1.426314039  0.33992297 -1.247035731   1.04563923
## 269  0.78628649 -0.162500025  0.75913686 -0.186271503   0.83321673
## 270  1.73283418  1.155254502  2.00392956  1.406643201  -1.02683668
## 271  1.66782239  1.083993955  1.40588611  0.766589425  -1.43469814
## 272  0.89097298  0.026892449  0.89465590  0.005330450   0.64817756
## 273  0.75480879 -0.272469369  0.76215118 -0.262452798   0.32087686
## 274  0.15161650 -2.238149369  0.15111026 -2.263507357   1.18268890
## 275  0.35527419 -1.187849870  0.38133911 -1.089205464   1.10020995
## 276  0.55237101 -0.844450418  0.53366116 -0.906262130   0.52231984
## 277  1.68969289  1.243839192  1.93466669  1.633908605  -0.43043646
## 278  0.56434343 -0.828150114  0.56849513 -0.821974897   0.20046531
## 279  0.77036194 -0.202128903  0.63368308 -0.480227307   0.21915734
## 280  0.52058086 -0.850423812  0.48634078 -1.049270076   1.10517559
## 281  0.57112113 -0.699277432  0.61799536 -0.592325805   1.10021913
## 282  0.89356746  0.035815618  0.87102755  0.014816422   0.25014413
## 283  1.06657150  0.312657227  1.15021491  0.437064771  -0.01039931
## 284  1.18576029  0.516440749  1.12771464  0.411590034  -0.02291724
## 285  0.58435296 -0.558030409  0.63289614 -0.433029610   0.68661105
## 286  0.45615030 -0.896298770  0.45638757 -0.837832344   1.20253062
## 287  0.44613804 -0.782508906  0.44454434 -0.775812022   0.88556823
## 288  1.01669122  0.231224281  0.88452111  0.009275750  -0.56288439
## 289  0.22020430 -1.676914408  0.21834403 -1.656070809   1.35626777
## 290  0.98802604  0.187556274  0.86827869 -0.011856404  -0.43858269
## 291  0.67481916 -0.560114381  0.66259913 -0.592441700   0.58840945
## 292  0.56206199 -0.612902259  0.54481774 -0.616443768   0.77269937
## 293  0.19543070 -1.766508153  0.21910631 -1.581438256   1.21107908
## 294  1.34803000  0.703838240  1.39567443  0.753687823  -1.02166336
## 295  0.58186578 -0.813288813  0.52830176 -0.971239791   0.65678146
## 296  0.23097708 -1.604314615  0.29437537 -1.297223555   1.50824091
## 297  0.03402528 -2.956786138  0.03514483 -2.828483030   1.69047991
## 298  1.63966721  1.154254076  1.59497780  1.103458053  -1.41418767
## 299  0.65156753 -0.567328736  0.66646972 -0.538142861   0.99670715
## 300  1.93517000  1.370834017  1.72929658  1.140000433  -0.91031144
## 301  0.18454043 -1.846943100  0.19872938 -1.684430345   1.30839476
## 302  0.99293496  0.191961970  0.99259637  0.192047218   0.11147838
## 303  1.51024722  0.943663722  1.80798774  1.306825616  -0.29092567
## 304  0.28767970 -1.665513899  0.32817929 -1.644264058   1.01384259
## 305  0.71859853 -0.289646584  0.68154419 -0.330351759   0.89897128
## 306  0.45887963 -0.751687372  0.48181955 -0.687372092   0.84992906
## 307  0.07619480 -2.854664429  0.07861882 -2.862686779   1.44743168
## 308  0.31806018 -1.293260555  0.29124473 -1.357521174   1.04491036
## 309  0.89603549  0.038426936  0.90571917  0.068950910   0.62048171
## 310  1.72614097  1.343313468  1.77714207  1.414102285  -1.24167047
## 311  0.35570535 -1.158910213  0.41379003 -0.957085695   1.13036474
## 312  0.37726288 -1.009749176  0.35372599 -1.052276638   1.30484312
## 313  0.54512201 -0.722175520  0.60725287 -0.574402012   1.19623594
## 314  0.38289844 -1.069247873  0.35794079 -1.095748054   0.94910789
## 315  0.15271746 -2.555284514  0.15501102 -2.546653541   0.88061240
## 316  0.40439363 -1.086977194  0.40379178 -1.087281681   0.83860907
## 317  0.19147401 -1.787282060  0.22404315 -1.561813433   1.37320351
## 318  1.84641270  1.394374210  1.75557072  1.294862452  -1.81284957
## 319  0.43480587 -0.926055551  0.38917889 -1.002949355   0.78096357
## 320  0.55681273 -0.828612009  0.42945582 -1.226641088   0.61671187
## 321  0.03402528 -2.956786138  0.03514483 -2.828483030   1.69047991
## 322  0.69594485 -0.250339932  0.75500855 -0.142593365   0.78244053
## 323  0.28444584 -1.739801505  0.36517575 -1.434990512   1.05472865
## 324  0.63458320 -0.688742461  0.63110598 -0.701930400  -0.03561883
## 325  0.10156744 -2.284364498  0.11535506 -2.118314424   1.58176887
## 326  1.42823978  0.814496673  1.46940476  0.861547510  -0.33182857
## 327  0.49224646 -0.777798295  0.52012243 -0.667308421   0.86288426
## 328  0.80134616 -0.137080933  0.64395336 -0.445731404   0.11652794
## 329  0.33306280 -1.234104938  0.29657298 -1.323284959   1.13808821
## 330  0.42646304 -0.982213275  0.45123490 -0.856086461   0.79980063
## 331  1.79666409  1.342408765  1.60033644  1.103507503  -1.20830473
## 332  0.56504182 -0.616244736  0.48009572 -0.771419555   0.68182274
## 333  0.09881474 -2.333786292  0.09420694 -2.257045854   1.48978621
## 334  0.28749461 -1.649876758  0.27517453 -1.723393632   1.05020668
## 335  0.56903750 -0.588892761  0.50258724 -0.709375107   0.86563506
## 336  1.08571105  0.333735585  1.18114115  0.502596790  -0.13505264
## 337  1.18313643  0.484537192  1.11267465  0.383103837  -0.88974902
## 338  0.35248944 -1.180587934  0.40614538 -0.960191830   0.85121883
## 339  0.52117966 -0.736835012  0.39160590 -1.078274174   0.85485035
## 340  0.24972326 -1.856284841  0.25203685 -1.867749728   1.56492365
## 341  2.71772479  2.548966767  2.64449267  2.473997710  -3.42458687
## 342  0.67842461 -0.517874639  0.58296190 -0.772165799  -0.02441551
## 343  0.58412541 -0.716414600  0.58160933 -0.734142566   0.76869922
## 344  1.57942351  0.980835714  1.84084077  1.240476736  -0.39764919
## 345  0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 346  0.62814976 -0.491870131  0.69469673 -0.407354776   0.49980714
## 347  0.39164922 -1.080379025  0.45481520 -0.887126852   0.91870484
## 348  0.59207587 -0.577840754  0.49864425 -0.800164089   0.55774961
## 349  0.42886878 -1.216022988  0.41325065 -1.280380611   1.65779139
## 350  0.27172559 -1.472585744  0.24824876 -1.539122342   1.24637884
## 351  0.19712257 -2.082347883  0.19124192 -2.140217154   1.18286731
## 352  0.61805654 -0.522855215  0.56615841 -0.639585987   0.60014190
## 353  0.38988167 -1.105528573  0.40659747 -1.046870503   0.99299107
## 354  1.21328327  0.540206290  1.18326139  0.494646823  -1.03833301
## 355  1.04877708  0.286453925  0.88288937  0.023116383  -0.38467962
## 356  1.34815733  0.704622505  1.33592434  0.683035344  -0.30037731
## 357  0.25768423 -2.042301179  0.30437575 -1.851310766   1.40700314
## 358  0.66837302 -0.425462096  0.73823961 -0.279148661   0.80432271
## 359  0.74565287 -0.392939927  0.88237781 -0.078794861   0.65759038
## 360  1.80533433  1.311014675  1.65810301  1.141242724  -1.14534515
## 361  0.49905724 -0.772697392  0.55353241 -0.624598782   0.67609936
## 362  1.29661016  0.623524956  1.61593684  1.018260886   0.19100644
## 363  2.93051708  2.594305258  3.53631567  3.300215418  -3.68798140
## 364  0.57441840 -0.666511807  0.53219189 -0.865520504   0.83874163
## 365  0.20272463 -1.740562385  0.19544999 -1.736533481   1.32412808
## 366  1.29996602  0.700657168  1.32989354  0.771530497   0.19883945
## 367  0.65438183 -0.404310390  0.65825046 -0.369782239   0.71601289
## 368  0.55530003 -0.669844764  0.65400848 -0.440965441   0.66573889
## 369  1.11689783  0.389130938  1.28261999  0.612830621  -0.01463501
## 370  0.48064952 -0.962327151  0.43423549 -1.115729260   0.94169624
## 371  0.36409679 -1.493128685  0.41828689 -1.301706842   0.74761010
## 372  0.13294706 -2.145227799  0.13590721 -2.015423661   1.24492552
## 373  0.32377715 -1.474833443  0.32880167 -1.474581830   1.14630038
## 374  0.57380136 -0.594996042  0.59066895 -0.543058020   0.36432585
## 375  0.43570176 -1.065468784  0.39986954 -1.189639075   0.57786498
## 376  1.48631950  0.898581457  1.57133496  1.002412726  -0.60299116
## 377  0.33932349 -1.672149105  0.35410154 -1.620027962   0.30229226
## 378  0.46749661 -0.683827307  0.51068567 -0.588918734   1.13146117
## 379  0.75287099 -0.237980015  0.67909348 -0.385478795   0.29094329
## 380  0.51121484 -0.928412557  0.51106236 -0.941319059   0.05484083
## 381  0.61017489 -0.740436888  0.55650989 -0.893966009   1.08451800
## 382  1.81993746  1.243249731  1.98629854  1.382771355  -0.94750848
## 383  0.80340665 -0.118594899  0.69167432 -0.315791371   0.49751063
## 384  0.13294706 -2.145227799  0.13590721 -2.015423661   1.24492552
## 385  2.10904115  1.880680260  2.18851203  1.987259689  -1.58362684
## 386  1.29661016  0.623524956  1.61593684  1.018260886   0.19100644
## 387  1.77267152  1.198217350  1.67724406  1.076946429  -0.99165791
## 388  0.45887963 -0.751687372  0.48181955 -0.687372092   0.84992906
## 389  0.37942913 -1.097046430  0.46300288 -0.809668755   1.23647704
## 390  3.20908695  2.445476636  3.38353349  2.522545198  -3.62075261
## 391  0.05914247 -2.817028651  0.05165930 -2.898313158   1.61725939
## 392  0.77744130 -0.256873656  0.86126230 -0.087038764   0.01270687
## 393  0.97895620  0.176115930  0.91435095  0.084842096   0.32411928
## 394  0.62967826 -0.533739918  0.50880319 -0.840904810   0.18879155
## 395  0.55686758 -0.627737633  0.60371478 -0.505408746   0.75382241
## 396  2.44395514  1.899697222  2.72127767  2.131723487  -2.06399315
## 397  0.37726288 -1.009749176  0.35372599 -1.052276638   1.30484312
## 398  1.08419971  0.340001242  1.02061623  0.244792002   0.14544338
## 399  0.13294706 -2.145227799  0.13590721 -2.015423661   1.24492552
## 400  0.42789059 -1.270746245  0.42589969 -1.355162682   1.38015285
## 401  1.74867615  1.178781400  2.10798799  1.628101517  -0.30555661
## 402  0.60611211 -0.508659270  0.61672595 -0.464670155   0.46736138
## 403  0.82594225 -0.089367971  0.82656793 -0.066260966   0.49793478
## 404  2.16121384  1.608929696  2.32046798  1.740620559  -1.72016048
## 405  0.04407737 -3.338058131  0.04452420 -3.370288861   1.47314053
## 406  0.45840603 -1.138291575  0.44895669 -1.257626413   1.04274075
## 407  0.42437543 -1.346029471  0.46704584 -1.210308984   1.11464311
## 408  0.61061780 -0.442631254  0.63771801 -0.375571545   0.76268441
## 409  0.41497478 -1.037511047  0.42836821 -0.992468587   1.02023179
## 410  0.11254301 -2.324315059  0.11719272 -2.280540162   1.61750973
## 411  0.43687729 -0.932087457  0.42961002 -0.896429558   0.83141389
## 412  0.36295027 -1.573478898  0.30957631 -1.829701001   1.30224198
## 413  0.52618463 -0.713877446  0.54955828 -0.610311695   0.71276056
## 414  0.21702437 -1.779086858  0.22256844 -1.753365461   1.35594377
## 415  0.87864684  0.013822749  0.71426381 -0.272167522   0.24837955
## 416  1.31718936  0.672419721  1.50787979  0.913656275   0.02614669
## 417  4.27949624  3.936503246  4.59723708  4.249013961  -8.55945093
## 418  0.14109575 -2.102173397  0.12260480 -2.192814829   1.32585280
## 419  0.45260481 -0.874366445  0.42370899 -0.916530423   0.77537737
## 420  0.37685854 -1.370756985  0.46257953 -1.098632000   0.75430122
## 421  0.79002175 -0.289779567  0.77980762 -0.314370527   0.94917200
## 422  0.90575254 -0.032761548  0.90327539 -0.041120155   0.49107504
## 423  0.26776698 -1.469160287  0.24290788 -1.531652345   1.03155999
## 424  0.46153672 -0.885549921  0.46618760 -0.817440469   1.19978543
## 425  0.62112417 -0.515377944  0.78100178 -0.181448318   0.80619120
## 426  0.76820858 -0.183975684  0.71536057 -0.258690335   0.12893366
## 427  0.13294706 -2.145227799  0.13590721 -2.015423661   1.24492552
## 428  2.33040736  1.949159203  2.43492405  2.072762568  -2.12990554
## 429  1.78757579  1.213899124  2.30399566  1.680283901  -0.49057790
## 430  0.17377618 -1.901744283  0.16750683 -1.904729654   1.37497833
## 431  0.86635687 -0.007187688  0.94613370  0.136498853   0.60682756
## 432  0.42480845 -1.323995489  0.41693864 -1.399158229   0.76522535
## 433  0.21028471 -1.693509669  0.22073246 -1.573258660   1.12918897
## 434  0.85776032 -0.026597279  0.80295927 -0.101904267   0.23635296
## 435  0.69258317 -0.255923366  0.72233143 -0.198695631   0.36856276
## 436  0.13294706 -2.145227799  0.13590721 -2.015423661   1.24492552
## 437  0.31964940 -1.378392973  0.33841076 -1.314844296   1.11483842
## 438  0.27687559 -1.504112531  0.30014898 -1.410696038   1.35319414
## 439  2.04955616  1.535644588  1.98240326  1.464472836  -1.54860753
## 440  0.38763817 -1.054580916  0.42140879 -0.917819538   1.32705799
## 441  0.35303054 -1.325317067  0.33273369 -1.410776697   0.81830618
## 442  0.26002737 -1.532337101  0.22231503 -1.598966129   1.13159398
## 443  0.44077919 -0.917633689  0.35427761 -1.107804750   0.89803527
## 444  0.61058781 -0.501659929  0.58607747 -0.519403240   0.51004461
## 445  0.35061493 -1.180377896  0.33035782 -1.215049210   0.98075763
## 446  0.44702784 -0.897375367  0.54088207 -0.619938457   1.06881203
## 447  0.79619394 -0.278325057  0.66208349 -0.615619150   0.14196974
## 448  2.10442650  1.531453987  2.67000988  1.981750883  -1.15543719
## 449  1.16798784  0.463451050  1.11058451  0.381005104  -0.45030987
## 450  0.23097708 -1.604314615  0.29437537 -1.297223555   1.50824091
## 451  1.95564558  1.396193170  2.21126926  1.622148265  -1.35073311
## 452  0.41640561 -1.333587423  0.52797208 -1.019046453   0.67072308
## 453  0.16722988 -2.146615217  0.19331499 -2.024905926   1.36819274
## 454  0.41599667 -1.150991803  0.41956053 -1.154706349   0.87560921
## 455  1.03393680  0.263750662  0.95045737  0.143186627   0.12379473
## 456  1.10991414  0.378086418  1.09832240  0.363377105   0.16877288
## 457  0.47926119 -0.806840399  0.51295000 -0.695367774   0.75990303
## 458  2.31185337  1.758123296  2.55631845  1.907285604  -2.59427350
## 459  1.02032269  0.266121975  0.88660851  0.073692182   0.34582680
## 460  0.22615518 -1.874842365  0.25621547 -1.758880784   0.84826660
## 461  0.73198815 -0.319690308  0.84448037 -0.095325045   0.92003811
## 462  0.11155446 -2.266892699  0.10609619 -2.187911209   1.32186397
## 463  4.25020135  3.130099675  4.56227032  3.253302845  -3.70843273
## 464  0.92945147  0.041719229  1.07385088  0.310851524   0.74928507
## 465  0.45850193 -1.212834617  0.46378002 -1.195922994   1.31665517
## 466  0.18831730 -1.803355749  0.18865036 -1.760798767   1.42269070
## 467  0.88067558  0.001287471  1.13438220  0.416009028   0.77581333
## 468  0.69497060 -0.340509217  0.73638875 -0.227679880   0.22513612
## 469  1.77267152  1.198217350  1.67724406  1.076946429  -0.99165791
## 470  0.36262912 -1.345189661  0.36463365 -1.355945823   1.51204880
## 471  0.15173256 -1.980622153  0.15312405 -1.920896251   1.42186997
## 472  1.73739598  1.284939926  1.87950065  1.470273743  -1.03428257
## 473  0.20519409 -2.324653861  0.24807896 -2.124072145   1.16436730
## 474  0.03402528 -2.956786138  0.03514483 -2.828483030   1.69047991
## 475  0.31976018 -1.304557770  0.34042847 -1.216236604   0.98978723
## 476  0.29528361 -1.458090915  0.26481410 -1.575890203   1.06011292
## 477  0.37726288 -1.009749176  0.35372599 -1.052276638   1.30484312
## 478  0.22020430 -1.676914408  0.21834403 -1.656070809   1.35626777
## 479  0.93887901  0.063259131  0.90517072 -0.006149465   0.41268815
## 480  0.17073491 -1.979533536  0.15808122 -2.039958497   1.24398346
## 481  1.13457717  0.416918273  1.10937582  0.375300381  -0.36546554
## 482  4.24188439  3.127601309  5.18929785  3.537634339  -3.68489659
## 483  0.35912058 -1.215724520  0.34915747 -1.242955033   1.05872700
## 484  0.30947748 -1.466058367  0.32936564 -1.404924376   1.11896047
## 485  0.81846886 -0.094969127  1.03059583  0.261627143   0.61719880
## 486  1.17892689  0.504869529  1.07441341  0.311968709  -0.17786452
## 487  0.81085915 -0.140958779  0.87243913 -0.026294343   0.30823230
## 488  2.05563381  1.745281719  1.93129815  1.598787659  -2.43428065
## 489  0.17027331 -2.357686351  0.17483919 -2.348143370   1.04663556
## 490  0.58493787 -0.691057274  0.54979001 -0.794829778   0.57345434
## 491  1.06542798  0.313518508  1.34592461  0.692885421   0.09590683
## 492  0.60576304 -0.629324984  0.55534695 -0.769167243   0.30715612
## 493  0.38385015 -1.074286788  0.33722838 -1.157993469   1.03176295
## 494  0.11155446 -2.266892699  0.10609619 -2.187911209   1.32186397
## 495  0.49055135 -0.854313110  0.54094296 -0.725133334   0.54686743
## 496  0.58183129 -0.780256802  0.69935749 -0.479231777   0.38009926
## 497  0.97343574  0.166390595  1.00488341  0.225991604   0.35436021
## 498  0.61360984 -0.604412623  0.63581992 -0.559993918   0.16228844
## 499  0.41146507 -1.299125004  0.40954462 -1.314424427   0.76623109
## 500  0.20770098 -1.921382451  0.21553296 -2.063969629   0.99411362
## 501  0.39129581 -1.080407757  0.38191096 -1.046363761   1.16542726
## 502  0.16906311 -1.895035415  0.15605757 -1.917049208   1.58026199
## 503  0.45159785 -0.720401166  0.47623430 -0.664880813   1.16658604
## 504  0.50975068 -1.057055536  0.40364166 -1.428262557   0.58056866
## 505  0.60619324 -0.524270664  0.63893666 -0.415062930   0.94868990
## 506  2.57921689  2.235806781  2.64880434  2.322274179  -4.03657620
## 507  0.36797135 -1.242798776  0.39318965 -1.168935922   1.17137704
## 508  0.59505083 -0.533356244  0.50159027 -0.710807354   0.54993932
## 509  1.54664986  1.079187740  1.49071070  1.000035425  -2.01022215
## 510  1.53532511  0.943176259  1.54684924  0.934228050  -0.90320417
## 511  0.21773735 -1.677912829  0.21930146 -1.637559665   1.17207553
## 512  0.29807781 -1.445968349  0.33653076 -1.308651218   0.85710395
## 513  2.43911819  1.839112724  2.74150169  2.053915460  -1.79895209
## 514  2.05315771  1.604750073  2.08656772  1.651389880  -2.10640475
## 515  0.51613077 -0.744145197  0.52658802 -0.668540387   1.07770649
## 516  0.24437871 -1.633997127  0.25872275 -1.568245904   1.24048000
## 517  1.46459183  0.976069454  1.48882016  1.013444338  -0.75215037
## 518  1.07494744  0.327188784  0.98095607  0.191523194  -0.12138935
## 519  0.59622259 -0.552946295  0.61057924 -0.479310617   0.87601471
## 520  0.51891102 -0.764078111  0.52375461 -0.749113609   0.79429836
## 521  1.01051067  0.204492066  1.03545370  0.247319379   0.20473216
## 522  0.59819945 -0.638646227  0.65435151 -0.512417141   0.94520144
## 523  1.94711351  1.403061036  2.16910329  1.570480002  -1.15247897
## 524  0.39735352 -1.234111427  0.40645787 -1.220759935   1.15913565
## 525  0.54713307 -0.605395586  0.55711880 -0.560477819   1.01434375
## 526  0.33911759 -1.211079179  0.28613281 -1.332056925   0.94749758
## 527  0.84812810 -0.123427165  1.02316147  0.219622364   0.05615677
## 528  2.02491380  1.539187972  1.83995054  1.341847723  -1.96726141
## 529  0.23097708 -1.604314615  0.29437537 -1.297223555   1.50824091
## 530  0.61017489 -0.740436888  0.55650989 -0.893966009   1.08451800
## 531  1.95655755  1.441815528  1.82788475  1.302055215  -1.33753190
## 532  1.09465144  0.353448731  1.03028858  0.251402167  -0.49182276
## 533  0.23586743 -1.955439947  0.22765925 -2.016866747   1.03572202
## 534  0.23446913 -1.614800463  0.25041302 -1.466702568   1.16425351
## 535  0.39164922 -1.080379025  0.45481520 -0.887126852   0.91870484
## 536  0.23893635 -1.895631449  0.19475437 -2.145038950   1.15701887
## 537  0.86790657 -0.004555711  0.89175122  0.044324575   0.12700503
## 538  0.75556580 -0.316400146  0.87665106 -0.087555464   0.76426920
## 539  0.58328547 -0.614239298  0.72725934 -0.297711727   0.91712472
## 540  0.53081408 -0.809380056  0.49542585 -0.918127314   0.87193807
## 541  0.35164845 -1.188264296  0.31066813 -1.251185178   1.05878961
## 542  0.60553644 -0.768786845  0.64089751 -0.673736707   0.17810178
## 543  0.14348747 -2.328302705  0.13980737 -2.378967263   1.44329581
## 544  0.75191355 -0.154074459  0.60896203 -0.469102371   0.39190958
## 545  0.71859853 -0.289646584  0.68154419 -0.330351759   0.89897128
## 546  2.00344079  1.472886535  2.02087461  1.484061084  -0.62136676
## 547  0.54541264 -0.667366174  0.55927201 -0.592525446   0.75294325
## 548  0.54865127 -0.601619159  0.56142994 -0.550844518   0.54807937
## 549  1.59460956  1.002088418  1.52387692  0.904278151  -0.62918956
## 550  0.23097708 -1.604314615  0.29437537 -1.297223555   1.50824091
## 551  0.80471600 -0.099534727  0.86435581  0.013163100   0.39148163
## 552  0.97343574  0.166390595  1.00488341  0.225991604   0.35436021
## 553  0.70859667 -0.317066029  0.62274522 -0.491065265   0.42060152
## 554  0.31806018 -1.293260555  0.29124473 -1.357521174   1.04491036
## 555  0.61056090 -0.548641680  0.59344523 -0.587338197   0.37069366
## 556  1.93921705  1.664739593  2.09013594  1.875284540  -1.86820474
## 557  0.62515387 -0.489401783  0.66407904 -0.370533415   0.24136626
## 558  0.69258317 -0.255923366  0.72233143 -0.198695631   0.36856276
## 559  0.71859853 -0.289646584  0.68154419 -0.330351759   0.89897128
## 560  0.47130831 -0.889875338  0.37172986 -1.178175324   1.02568660
## 561  3.76424789  2.821349857  3.40872905  2.509814275  -2.52518475
## 562  1.40500840  0.838721916  1.17792275  0.490829967  -0.83419766
## 563  1.82790705  1.164800274  3.16408347  2.274484886  -0.48740113
## 564  0.29404103 -1.424756663  0.32301319 -1.311728235   0.91278167
## 565  0.18454043 -1.846943100  0.19872938 -1.684430345   1.30839476
## 566  4.25020135  3.130099675  4.56227032  3.253302845  -3.70843273
## 567  0.29995938 -1.351073201  0.23168866 -1.532196179   1.29866756
## 568  0.48112618 -0.833502887  0.50643862 -0.716651918   0.67885417
## 569  0.41258980 -1.008743482  0.37467200 -1.055195150   1.09506143
## 570  0.22316005 -1.793480162  0.24146865 -1.720333865   1.42952773
## 571  0.65224532 -0.358598316  0.70332051 -0.250864336   0.52637482
## 572  1.05345489  0.293436851  1.07618129  0.332266063   0.08176790
## 573  0.50636046 -1.032290587  0.47823295 -1.122781587   0.10602620
## 574  0.20987843 -1.855071590  0.19989553 -1.912795107   1.24933991
## 575  0.87059404 -0.014739962  0.84432681 -0.059465462   0.18500084
## 576  0.18756488 -1.794380035  0.17417886 -1.807549496   1.42574099
## 577  1.28792402  0.637964054  1.27991507  0.626635610  -0.70223539
## 578  1.69552835  1.185916650  1.86404913  1.390327201  -1.38550586
## 579  0.36145999 -1.133444174  0.46944117 -0.795237503   0.92647882
## 580  0.80350064 -0.116029562  0.81682388 -0.078486638   0.55316470
## 581  0.64555126 -0.463298006  0.57295118 -0.708598296   1.16816088
## 582  0.97602217  0.139639235  0.82835660 -0.153313449  -0.56461074
## 583  1.07714460  0.330977227  1.36086111  0.712489867   0.05908529
## 584  0.75784165 -0.292114789  0.88116618 -0.042440282   0.30506814
## 585  0.46733597 -0.868732267  0.39644024 -1.002493080   1.07038082
## 586  3.93314547  2.932526187  3.72497547  2.748333941  -4.03815495
## 587  0.13415284 -2.136124947  0.12449320 -2.169700657   1.46392299
## 588  0.61355784 -0.504571931  0.63252251 -0.430611864   0.80127400
## 589  0.46749661 -0.683827307  0.51068567 -0.588918734   1.13146117
## 590  0.94367182  0.115756859  0.93527971  0.115798699   0.26211567
## 591  0.72324404 -0.282053956  0.81252027 -0.105947924   0.68383420
## 592  0.35527419 -1.187849870  0.38133911 -1.089205464   1.10020995
## 593  0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 594  0.45887963 -0.751687372  0.48181955 -0.687372092   0.84992906
## 595  0.78905371 -0.144718140  0.84181920 -0.034100030   0.65846997
## 596  0.41313382 -0.981343967  0.39951888 -0.979169811   0.76995614
## 597  0.03402528 -2.956786138  0.03514483 -2.828483030   1.69047991
## 598  0.24766621 -1.534922943  0.27289528 -1.372275168   1.23824661
## 599  1.24043871  0.569220725  0.90251297  0.039961154   0.05783765
## 600  0.34484682 -1.513547534  0.33785160 -1.554666465   0.89734933
## 601  0.14936680 -2.004289673  0.14844630 -1.964519874   1.31325125
## 602  0.16918723 -1.938791141  0.16584195 -1.932123553   1.57466516
## 603  0.87139278 -0.016080976  0.90925138  0.052030306   0.38513609
## 604  1.33212132  0.683674777  1.48496524  0.863314049  -0.49246736
## 605  0.14348747 -2.328302705  0.13980737 -2.378967263   1.44329581
## 606  0.39303483 -1.039518025  0.44529488 -0.852406512   0.82712126
## 607  0.14348747 -2.328302705  0.13980737 -2.378967263   1.44329581
## 608  1.75935577  1.184119763  1.64958924  1.047419627  -1.51711776
## 609  2.53242723  2.197519022  2.58403822  2.266309381  -1.96151260
## 610  0.42790378 -0.942945921  0.37770197 -1.050923394   0.77157610
## 611  0.65224532 -0.358598316  0.70332051 -0.250864336   0.52637482
## 612  1.24199852  0.612198221  1.10577358  0.370700335  -0.81473922
## 613  1.51503277  0.912095738  1.76379347  1.178377108  -1.03111354
## 614  0.54713307 -0.605395586  0.55711880 -0.560477819   1.01434375
## 615  0.54713307 -0.605395586  0.55711880 -0.560477819   1.01434375
## 616  1.86328400  1.296492044  1.71157206  1.119846944  -0.89081893
## 617  0.17343953 -2.522777146  0.21232496 -2.300852618   1.15962786
## 618  1.31441088  0.661102719  1.21017042  0.518211585  -0.40610669
## 619  0.24437871 -1.633997127  0.25872275 -1.568245904   1.24048000
## 620  0.03402528 -2.956786138  0.03514483 -2.828483030   1.69047991
## 621  2.01951659  1.654093581  2.11091507  1.771498913  -1.57291451
## 622  0.55360265 -0.907533206  0.58466500 -0.849082299   1.01173074
## 623  0.83029463 -0.101211979  0.99240505  0.186639589   0.41160481
## 624  0.51127963 -1.047414806  0.44873553 -1.256194336   1.49203865
## 625  2.00386297  1.458949179  2.36675955  1.743717508  -0.83450885
## 626  5.33574460  4.639550352  5.03472574  4.439970787  -8.97955225
## 627  0.56806789 -0.764680249  0.68369293 -0.482448088   0.92719843
## 628  1.61379178  1.101279655  1.63557627  1.136214495  -1.20701465
## 629  1.13246219  0.419602656  1.09547627  0.351650286   0.65225231
## 630  1.39575729  0.804300840  1.49490883  0.943743865  -0.35610523
## 631  0.87041662 -0.053491030  0.83266719 -0.133349555   0.67187527
## 632  1.24043871  0.569220725  0.90251297  0.039961154   0.05783765
## 633  0.29812997 -1.410729539  0.30803726 -1.365000381   1.12495126
## 634  0.57041913 -0.611644366  0.55771408 -0.630586346   0.62475168
## 635  0.18831730 -1.803355749  0.18865036 -1.760798767   1.42269070
## 636  0.81227823 -0.078842349  0.75753199 -0.163063910   0.49294253
## 637  1.37452224  0.818885280  1.12490510  0.404470925  -0.89846844
## 638  0.53333442 -0.693133454  0.54625619 -0.615418476   0.96213646
## 639  5.08634703  3.652117284  4.52064096  3.209270839  -3.82443810
## 640  0.27639453 -1.469834653  0.31377930 -1.258304186   1.23060201
## 641  1.30530771  0.653641327  1.45479630  0.829628739  -0.14247703
## 642  5.46860759  3.822874460  5.59703636  3.832436916  -4.94168216
## 643  1.30706091  0.673706329  1.77476157  1.347579760  -0.09624539
## 644  1.11270588  0.381701453  1.13759463  0.419175751  -0.20440728
## 645  1.14659188  0.433873576  0.88078512 -0.015850878  -0.29042820
## 646  0.84846184 -0.081427253  1.05383710  0.277659940   0.33666802
## 647  0.16325057 -1.950501493  0.15653575 -1.953822320   1.51956371
## 648  0.70224707 -0.335887009  0.76096697 -0.214946264   0.40612420
## 649  0.31976018 -1.304557770  0.34042847 -1.216236604   0.98978723
## 650  0.20258606 -2.001103239  0.20747850 -1.999922150   1.19159319
## 651  2.02083862  1.566542136  2.15851927  1.723660633  -1.40998086
## 652  0.28337449 -1.400959507  0.25939439 -1.421775464   1.11141231
## 653  1.04709559  0.284803675  1.03237635  0.268761228  -0.01260177
## 654  3.00252056  2.298413893  3.43472484  2.567484663  -2.37891152
## 655  0.99675162  0.207799749  0.98872398  0.203487466   0.11957341
## 656  0.22615518 -1.874842365  0.25621547 -1.758880784   0.84826660
## 657  0.17159720 -2.340006916  0.16559275 -2.397123283   1.67076353
## 658  1.86291660  1.308514856  1.82725280  1.235091747  -1.23015818
## 659  0.81091290 -0.113599056  0.73942956 -0.219467745   0.22049040
## 660  0.41709611 -0.975810883  0.49495612 -0.743679329   1.12952194
## 661  0.13294706 -2.145227799  0.13590721 -2.015423661   1.24492552
## 662  0.18762186 -1.983435067  0.18937756 -1.987259262   1.24404210
## 663  0.93788769  0.035994895  0.91614468 -0.012733887  -0.46053741
## 664  0.83414951 -0.069517923  0.81824465 -0.091075808   0.32723180
## 665  0.52122846 -0.702717929  0.55205529 -0.604584668   0.86917401
## 666  0.35502309 -1.397176301  0.29849307 -1.633597040   0.92895097
## 667  3.58666088  2.732222197  3.59439970  2.703004756  -4.30308265
## 668  0.23612308 -1.631426390  0.21194094 -1.716591005   1.19568792
## 669  0.12664740 -2.137420247  0.11503148 -2.111108922   1.38594450
## 670  0.05914247 -2.817028651  0.05165930 -2.898313158   1.61725939
## 671  1.16735457  0.478131336  1.28160987  0.671052679   0.14007177
## 672  0.51613077 -0.744145197  0.52658802 -0.668540387   1.07770649
## 673  3.00252056  2.298413893  3.43472484  2.567484663  -2.37891152
## 674  0.49707138 -0.786849274  0.49890337 -0.734232872   1.16847873
## 675  0.22615518 -1.874842365  0.25621547 -1.758880784   0.84826660
## 676  0.66537030 -0.513093308  0.66102524 -0.532628780   0.86812245
## 677  0.31814187 -1.554937159  0.30756147 -1.617003249   0.53854799
## 678  1.94751692  1.380857198  1.67272491  1.075837845  -0.91405710
## 679  0.28144676 -1.753760471  0.28756476 -1.745086217   0.69755490
## 680  0.55568171 -0.676168480  0.46144101 -0.918161266   0.66035775
## 681  0.29995938 -1.351073201  0.23168866 -1.532196179   1.29866756
## 682  0.49707138 -0.786849274  0.49890337 -0.734232872   1.16847873
## 683  0.27639453 -1.469834653  0.31377930 -1.258304186   1.23060201
## 684  1.38210427  0.741847826  1.40899958  0.766118738  -0.10733919
## 685  0.37726288 -1.009749176  0.35372599 -1.052276638   1.30484312
## 686  0.97649602  0.171139980  0.99592393  0.204969552  -0.66329406
## 687  0.44077919 -0.917633689  0.35427761 -1.107804750   0.89803527
## 688  2.09785786  1.525611939  1.92212045  1.324930736  -1.95596608
## 689  0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 690  0.48237311 -0.829443172  0.46856553 -0.811582838   0.55207377
## 691  0.26066304 -1.609922963  0.25760479 -1.626452215   1.31245094
## 692  0.50324906 -0.767604851  0.50532352 -0.747471504   0.78581234
## 693  0.13925029 -2.041671780  0.13325678 -2.006591908   1.43975417
## 694  0.37726288 -1.009749176  0.35372599 -1.052276638   1.30484312
## 695  0.99124286  0.152855235  0.98200300  0.134203321   0.16220073
## 696  4.67957740  3.439785940  5.51313721  3.739373691  -4.49549200
## 697  0.31278537 -1.290503655  0.40054957 -0.973546491   1.35115363
## 698  0.33582777 -1.215525441  0.27045790 -1.382176717   1.14212100
## 699  0.29040154 -1.756641645  0.29412229 -1.753114594   1.07338526
## 700  1.99738007  1.430172122  2.07825915  1.483629508  -1.04503371
## 701  1.44558439  0.878455651  1.24674459  0.593775664  -0.53806558
## 702  0.11336839 -2.386646125  0.12325706 -2.323662092   1.46653530
## 703  0.42952848 -0.935803941  0.45559452 -0.827870477   0.94100933
## 704  0.85335670 -0.144776486  0.82048946 -0.231756154   0.92802639
## 705  0.70573267 -0.323020545  0.79381683 -0.146406923   0.76601716
## 706  4.17230436  3.639004167  3.68802802  3.291129063  -5.51822095
## 707  1.00332836  0.216632508  0.83011675 -0.064678656  -0.24903679
## 708  0.99747768  0.205452400  0.90818481  0.063274676  -0.17669735
## 709  0.71879175 -0.290593963  0.68359412 -0.353005786   0.30808821
## 710  0.34771180 -1.252720051  0.30783916 -1.384109285   0.88349812
## 711  0.11336839 -2.386646125  0.12325706 -2.323662092   1.46653530
## 712  0.09881474 -2.333786292  0.09420694 -2.257045854   1.48978621
## 713  1.21903041  0.539838349  0.90399344  0.038597575  -0.13917564
## 714  0.88608783  0.048964576  0.99986930  0.228409421   0.59789652
## 715  1.03335948  0.254696255  1.05443573  0.288683830  -0.32507189
## 716  0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 717  0.25890778 -1.624068821  0.29081215 -1.502672341   0.98779791
## 718  7.84672938  4.859241817  8.43812636  4.918028124  -7.84911336
## 719  0.60290649 -0.513478974  0.69047172 -0.310346744   0.48439975
## 720  2.58124360  2.397251734  2.40179330  2.202347600  -2.99554574
## 721  0.48581296 -1.081449418  0.52602673 -0.960989258   0.62295859
## 722  1.47924384  0.874437976  1.49278174  0.873523458  -0.46225550
## 723  0.45159785 -0.720401166  0.47623430 -0.664880813   1.16658604
## 724  0.09140317 -3.036943164  0.09383452 -3.023508646   0.78135202
## 725  0.63621383 -0.676427728  0.68837306 -0.539036285   0.68277552
## 726  1.29857205  0.638619644  1.40594075  0.764977716  -0.85082913
## 727  0.29669460 -1.494994685  0.31543275 -1.433864696   1.17517719
## 728  0.77148092 -0.183119793  0.67631508 -0.358327796   0.42296219
## 729  0.45159785 -0.720401166  0.47623430 -0.664880813   1.16658604
## 730  0.10156744 -2.284364498  0.11535506 -2.118314424   1.58176887
## 731  0.53276573 -0.846689481  0.55461345 -0.799267663   0.94079545
## 732  1.55150592  0.951795424  1.40533744  0.765912023  -0.90739395
## 733  0.46161312 -0.963528348  0.54189717 -0.837110920   0.93789910
## 734  1.12636209  0.404202756  1.11224907  0.380469234  -0.46237328
## 735  0.64771611 -0.421889924  0.68030311 -0.338594791   0.26993927
## 736  0.31551291 -1.335057389  0.32142062 -1.300446626   1.05561270
## 737  0.27929506 -1.888355249  0.26308043 -1.966503640   1.81141538
## 738  1.00298494  0.170672151  1.00133790  0.166544221   0.31856275
## 739  0.42886878 -1.216022988  0.41325065 -1.280380611   1.65779139
## 740  0.42685444 -1.282843951  0.45389664 -1.194044564   1.59836458
## 741  1.96064436  1.392700174  2.14325110  1.532610894  -1.60104162
## 742  0.11155446 -2.266892699  0.10609619 -2.187911209   1.32186397
## 743  0.11155446 -2.266892699  0.10609619 -2.187911209   1.32186397
## 744  1.04899462  0.262846053  1.23815223  0.610626240  -0.28487471
## 745  1.43074717  0.829130084  1.76671578  1.233696422  -0.30652082
## 746  0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 747  0.82093834 -0.087267913  0.76767018 -0.162069701   0.43004230
## 748  0.37459444 -1.093323783  0.32831839 -1.189698894   0.95297526
## 749  0.22402821 -1.706317913  0.20103837 -1.798610668   1.12838490
## 750  0.76650202 -0.196402202  0.81576025 -0.083982950   0.18194432
## 751  0.32997190 -1.506493180  0.32094080 -1.560984570   1.00472993
## 752  0.74565287 -0.392939927  0.88237781 -0.078794861   0.65759038
## 753  0.41383679 -0.863287865  0.42170571 -0.919902366   1.21987821
## 754  1.35963892  0.768583552  1.25248290  0.609186245  -0.84098202
## 755  2.53035067  1.912191294  2.49084690  1.834219557  -1.66406348
## 756  0.71859853 -0.289646584  0.68154419 -0.330351759   0.89897128
## 757  0.56001443 -0.676471588  0.49271118 -0.849623984   0.74562742
## 758  0.17159720 -2.340006916  0.16559275 -2.397123283   1.67076353
## 759  0.26467998 -1.798082440  0.28407207 -1.733632817   1.20015555
## 760  0.69594485 -0.250339932  0.75500855 -0.142593365   0.78244053
## 761  0.77612812 -0.167265487  0.73095345 -0.236955718   0.33324976
## 762  0.18454043 -1.846943100  0.19872938 -1.684430345   1.30839476
## 763  0.78372944 -0.300162254  0.92273048 -0.001185965   0.60474844
## 764  0.28532960 -1.804806147  0.27455460 -1.862619195   0.49077746
## 765  0.74602424 -0.228990928  0.70861989 -0.289550820   0.32356184
## 766  0.29138717 -1.702552774  0.30609559 -1.659151029   1.26798015
## 767  1.58038868  0.989319332  1.56372078  0.959602803  -1.53203301
## 768  0.88608783  0.048964576  0.99986930  0.228409421   0.59789652
## 769  0.94756059  0.133670132  1.07148471  0.326967935  -0.08025651
## 770  1.00187013  0.214702998  1.04925225  0.293605424  -0.00829157
## 771  0.64730547 -0.551530590  0.67204554 -0.501221930   0.97483221
## 772  1.09134067  0.344216513  1.16016444  0.474514109   0.49114698
## 773  0.41313382 -0.981343967  0.39951888 -0.979169811   0.76995614
## 774  4.24727701  3.265173801  4.20561284  3.235467926  -5.47131038
## 775  0.54733704 -0.778141059  0.49384310 -0.937685893   0.93755133
## 776  0.80350064 -0.116029562  0.81682388 -0.078486638   0.55316470
## 777  0.33582777 -1.215525441  0.27045790 -1.382176717   1.14212100
## 778  3.19894962  2.953596884  3.49091641  3.338747058  -5.71160759
## 779  1.78519868  1.364110743  1.60946684  1.142506381  -1.80280073
## 780  0.38419755 -1.488177719  0.45275250 -1.243766808   1.36512539
## 781  1.00628460  0.218208026  1.17953254  0.477609559  -0.15787759
## 782  1.12344145  0.398249897  1.06177489  0.310631757   0.02979581
## 783  0.83137248 -0.072269241  0.92623013  0.105030546   0.19490250
## 784  3.90727763  2.971907632  4.82103848  3.392335287  -2.51522448
## 785  0.63828760 -0.450640842  0.66795073 -0.376379608   0.55960151
## 786  0.19147401 -1.787282060  0.22404315 -1.561813433   1.37320351
## 787  0.75978342 -0.208371607  0.67228997 -0.372274677   0.61090986
## 788  1.33515915  0.717052157  1.52784284  0.983961647  -0.42514101
## 789  1.22575295  0.545079796  1.08167361  0.336711956  -0.85531754
## 790  1.05345471  0.276936041  0.98297095  0.145518876  -0.19342141
## 791  2.01464826  1.690683332  2.01301822  1.695012535  -2.15896135
## 792  0.75549377 -0.219420409  0.71143411 -0.276530325   0.55487214
## 793  2.50178261  2.158662393  2.61497556  2.288795359  -2.65294248
## 794  0.38096608 -1.111458566  0.34576464 -1.155202400   0.72396504
## 795  0.16918723 -1.938791141  0.16584195 -1.932123553   1.57466516
## 796  0.17936333 -1.902116739  0.18526976 -1.854638071   1.36003376
## 797  0.51956712 -1.027274896  0.64258706 -0.676441505   1.19230879
## 798  2.07871640  1.786490158  2.10985988  1.827466945  -1.98286691
## 799  0.48356655 -0.806750744  0.50597587 -0.703299729   1.13961402
## 800  0.33209242 -1.416038410  0.35189191 -1.360868994   1.43483617
## 801  0.16325057 -1.950501493  0.15653575 -1.953822320   1.51956371
## 802  0.29995938 -1.351073201  0.23168866 -1.532196179   1.29866756
## 803  0.80471600 -0.099534727  0.86435581  0.013163100   0.39148163
## 804  0.45887963 -0.751687372  0.48181955 -0.687372092   0.84992906
## 805  4.21326630  3.132924972  5.01966483  3.546799460  -4.54153317
## 806  0.21773735 -1.677912829  0.21930146 -1.637559665   1.17207553
## 807  0.31891595 -1.295902707  0.37640227 -1.047335512   0.97176343
## 808  1.36921125  0.787338793  1.59993951  1.119032695  -0.41584484
## 809  0.24437871 -1.633997127  0.25872275 -1.568245904   1.24048000
## 810  0.67647769 -0.369143584  0.64373756 -0.401955198   0.36441126
## 811  1.09020227  0.350130033  1.29320394  0.628448514   0.05183716
## 812  0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 813  1.90540198  1.491739573  1.68526460  1.285144885  -1.55610268
## 814  1.02032269  0.266121975  0.88660851  0.073692182   0.34582680
## 815  0.28497800 -1.434216394  0.27368901 -1.457040837   1.02083146
## 816  0.54865127 -0.601619159  0.56142994 -0.550844518   0.54807937
## 817  0.34786333 -1.183498752  0.32512535 -1.201866661   1.38697356
## 818  0.24872656 -1.554254134  0.27785622 -1.363998537   0.98494794
## 819  0.46749661 -0.683827307  0.51068567 -0.588918734   1.13146117
## 820  0.29807781 -1.445968349  0.33653076 -1.308651218   0.85710395
## 821  0.16239067 -1.916605460  0.16819037 -1.828589152   1.28282131
## 822  1.61093396  1.025942291  1.47006625  0.842684485  -0.82282413
## 823  0.13294706 -2.145227799  0.13590721 -2.015423661   1.24492552
## 824  1.47924384  0.874437976  1.49278174  0.873523458  -0.46225550
## 825  0.45785394 -0.871460834  0.45267934 -0.834085603   0.72756139
## 826  0.16239067 -1.916605460  0.16819037 -1.828589152   1.28282131
## 827  0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 828  0.73174450 -0.431815720  0.73859303 -0.415749029  -0.05720045
## 829  0.21655780 -2.098553100  0.21413791 -2.127687828   0.64252049
## 830  3.55341125  2.759821254  3.35169466  2.602556952  -3.37047083
## 831  0.13925029 -2.041671780  0.13325678 -2.006591908   1.43975417
## 832  1.00153674  0.176417250  1.18045760  0.501991608  -0.13414625
## 833  0.17159720 -2.340006916  0.16559275 -2.397123283   1.67076353
## 834  0.68084489 -0.357068909  0.72186820 -0.250874293   0.59335691
## 835  0.34923078 -1.194695426  0.38607227 -1.058417667   1.05463835
## 836  1.29804424  0.641900528  1.28117518  0.616378288  -0.33303478
## 837  0.26383232 -1.605115339  0.28405887 -1.530163479   1.20723197
## 838  0.23097708 -1.604314615  0.29437537 -1.297223555   1.50824091
## 839  0.07619480 -2.854664429  0.07861882 -2.862686779   1.44743168
## 840  0.54690977 -0.899853400  0.58485055 -0.793544568   0.72277915
## 841  0.98913109  0.191479201  1.05512242  0.296728073   0.14451955
## 842  0.29820479 -1.840448807  0.29286700 -1.867463316   1.39384079
## 843  0.09881474 -2.333786292  0.09420694 -2.257045854   1.48978621
## 844  0.34297266 -1.352089908  0.32943003 -1.413020652   1.17878210
## 845  0.50043536 -0.900088678  0.54167026 -0.799324195   1.06869021
## 846  0.26002737 -1.532337101  0.22231503 -1.598966129   1.13159398
## 847  1.17782405  0.494763132  1.30523266  0.706397515   0.19540272
## 848  0.66235748 -0.445810214  0.81390815 -0.135780246   0.64407078
## 849  0.34786333 -1.183498752  0.32512535 -1.201866661   1.38697356
## 850  0.81862538 -0.093311476  0.76102074 -0.174953271   0.54976511
## 851  2.74767766  2.374277076  2.33335136  1.984578182  -2.93353982
## 852  0.38100035 -1.506595592  0.33701049 -1.694496871   1.36120751
## 853  1.33753300  0.698860980  1.26031024  0.592909196  -1.27167394
## 854  0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 855  0.80498311 -0.091386167  0.71529858 -0.239144073   0.52920797
## 856  0.69479957 -0.333531600  0.68971816 -0.315470046   0.78646999
## 857  0.21100159 -1.692619943  0.19533321 -1.719073245   1.42378419
## 858  0.31157717 -1.315133967  0.35979343 -1.093371599   1.24946720
## 859  0.04320191 -3.099822314  0.03835400 -3.186120371   1.50157462
## 860  0.49421721 -0.343227888  0.81032639  0.088944318   1.12408182
## 861  0.23526157 -1.979530985  0.22960076 -2.026355696   0.59995679
## 862  1.50885090  1.025667772  1.66039788  1.289034015  -0.27173891
## 863  0.14041157 -2.278939046  0.17231824 -2.107367433   1.15317168
## 864  0.46157417 -0.867968318  0.42931033 -0.898669899   0.78420718
## 865  0.69594485 -0.250339932  0.75500855 -0.142593365   0.78244053
## 866  0.25196869 -1.514409628  0.25859232 -1.424947344   1.17610795
## 867  0.49861127 -0.778602075  0.54553097 -0.649478115   0.59254514
## 868  0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 869  0.18326038 -1.867086069  0.14680579 -1.958879985   1.27463991
## 870  0.41497478 -1.037511047  0.42836821 -0.992468587   1.02023179
## 871  1.77151439  1.343825636  1.87025432  1.476746013  -1.25606428
## 872  1.21903041  0.539838349  0.90399344  0.038597575  -0.13917564
## 873  0.71906667 -0.281467545  0.77941274 -0.142289121   0.61024844
## 874  0.46421577 -0.948481408  0.59246107 -0.620271436   1.04932260
## 875  0.48188788 -0.894128792  0.40455352 -1.124480787   0.76709886
## 876  0.80804040 -0.114094155  0.74577887 -0.203836700   0.65295909
## 877  0.64362707 -0.661242174  0.62443358 -0.715450855   1.16977985
## 878  0.31176247 -1.308034823  0.29008514 -1.350647775   0.87130826
## 879  0.27985353 -1.447169651  0.25555888 -1.517882324   1.10347300
## 880  3.97846138  2.959677382  3.80354618  2.763712855  -3.08189727
## 881  1.70135909  1.127711676  1.59497569  0.984997458  -1.36796715
## 882  1.67035274  1.140416705  1.78340844  1.276104982  -0.78680012
## 883  0.62515387 -0.489401783  0.66407904 -0.370533415   0.24136626
## 884  0.46749661 -0.683827307  0.51068567 -0.588918734   1.13146117
## 885  0.34786333 -1.183498752  0.32512535 -1.201866661   1.38697356
## 886  0.94632344  0.135148047  0.95753852  0.159872488   0.20436457
## 887  0.69594485 -0.250339932  0.75500855 -0.142593365   0.78244053
## 888  0.75535362 -0.363827254  0.68069254 -0.549141872  -0.20740093
## 889  0.97343574  0.166390595  1.00488341  0.225991604   0.35436021
## 890  0.20272463 -1.740562385  0.19544999 -1.736533481   1.32412808
## 891  0.75841365 -0.200296107  0.62940085 -0.437780221   0.17410766
## 892  0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 893  0.47280906 -0.654999316  0.40889509 -0.870461343   1.03223833
## 894  0.86195023 -0.023450527  0.94568498  0.132309735   0.38455379
## 895  0.11155446 -2.266892699  0.10609619 -2.187911209   1.32186397
## 896  0.14348747 -2.328302705  0.13980737 -2.378967263   1.44329581
## 897  0.45159785 -0.720401166  0.47623430 -0.664880813   1.16658604
## 898  0.25196869 -1.514409628  0.25859232 -1.424947344   1.17610795
## 899  1.01168283  0.215550912  0.93764436  0.085489638  -0.28177492
## 900  0.18326038 -1.867086069  0.14680579 -1.958879985   1.27463991
## 901  0.98064457  0.156194326  0.98207701  0.156666277   0.59468558
## 902  0.63592106 -0.566543275  0.59302306 -0.683867423   0.60080760
## 903  0.59110367 -0.545508237  0.55225637 -0.613376678   0.35162070
## 904  2.92148402  2.268112131  3.35804694  2.499194663  -2.28950246
## 905  0.31814187 -1.554937159  0.30756147 -1.617003249   0.53854799
## 906  0.54174399 -0.847051991  0.51267856 -0.941606626   0.99114990
## 907  0.94632344  0.135148047  0.95753852  0.159872488   0.20436457
## 908  1.30530771  0.653641327  1.45479630  0.829628739  -0.14247703
## 909  0.81227823 -0.078842349  0.75753199 -0.163063910   0.49294253
## 910  1.11385177  0.384480827  1.05476006  0.287853820   0.13336290
## 911  0.11336839 -2.386646125  0.12325706 -2.323662092   1.46653530
## 912  0.13415284 -2.136124947  0.12449320 -2.169700657   1.46392299
## 913  0.50733755 -0.756455753  0.49099048 -0.751244816   0.78628156
## 914  0.34170074 -1.197877430  0.34295312 -1.139855586   0.88571479
## 915  0.63277533 -0.544029129  0.55954596 -0.732788403   0.60382063
## 916  0.20276062 -2.305807993  0.23997787 -2.174419757   1.31936940
## 917  0.48606167 -0.450983806  0.77440948 -0.011938099   0.97718771
## 918  1.29385866  0.640935228  1.66993838  1.104841381   0.13228617
## 919  0.17278070 -1.862006624  0.14562653 -1.943183400   1.56682869
## 920  0.71443727 -0.288424509  0.77426611 -0.150679831   0.42222732
## 921  0.46402627 -0.860273705  0.44379588 -0.866573952   0.71969536
## 922  0.51465678 -0.724266319  0.48842585 -0.766015016   0.66786231
## 923  0.42176377 -0.978569972  0.40932580 -0.953999735   1.04560629
## 924  2.09247104  1.522916780  2.48484971  1.827482560  -1.65084483
## 925  0.47356734 -1.023523646  0.49788006 -0.965357751   1.16308585
## 926  0.81846886 -0.094969127  1.03059583  0.261627143   0.61719880
## 927  0.12613645 -2.776799210  0.13086172 -2.867185143   1.06876502
## 928  0.56015700 -0.878225298  0.56795445 -0.897537126   1.02040964
## 929  0.79994938 -0.134578527  0.66661252 -0.387400095   0.11053628
## 930  0.21894662 -1.954446715  0.20111069 -2.070619938   1.24224042
## 931  1.01635054  0.214548487  1.13259578  0.414477016  -0.04412536
## 932  2.53610006  1.916893271  2.88023172  2.139758656  -1.88167249
## 933  1.69801268  1.190596882  1.59763712  1.071798863  -1.11645460
## 934  1.39128388  0.775237410  1.35986850  0.732681603  -0.70750854
## 935  7.40063070  4.729490958  6.57245451  4.203205622  -6.00207424
## 936  0.45887963 -0.751687372  0.48181955 -0.687372092   0.84992906
## 937  0.37726288 -1.009749176  0.35372599 -1.052276638   1.30484312
## 938  1.48625857  0.878535405  1.54895795  0.943631650  -0.95393029
## 939  0.54428255 -0.668600274  0.55917284 -0.587468029   0.71583122
## 940  0.78017176 -0.314522391  0.72035617 -0.476656785   0.12992380
## 941  0.28497800 -1.434216394  0.27368901 -1.457040837   1.02083146
## 942  3.29947868  3.128914146  3.33929221  3.208133774  -6.04527444
## 943  0.37726288 -1.009749176  0.35372599 -1.052276638   1.30484312
## 944  0.85726955 -0.086278382  0.84542054 -0.115131651   0.58680356
## 945  0.42098709 -0.656291224  0.48312790 -0.554132777   1.22541527
## 946  1.85369713  1.306909907  1.67289408  1.101482710  -1.15504523
## 947  1.65773493  1.277525196  1.60500949  1.203078354  -0.64429883
## 948  0.71606561 -0.463973189  0.68038762 -0.554660255   0.30927740
## 949  0.92818841  0.037946292  0.86259591 -0.098580494   0.13440582
## 950  0.28750766 -1.899447651  0.31216021 -1.796917048   1.46351167
## 951  2.95945588  2.303706496  3.04473821  2.287306966  -3.06222356
## 952  0.16239067 -1.916605460  0.16819037 -1.828589152   1.28282131
## 953  1.04599689  0.282560765  1.02580059  0.258634839   0.12149578
## 954  0.22144585 -1.710208403  0.21400341 -1.728869551   1.26052933
## 955  0.97895620  0.176115930  0.91435095  0.084842096   0.32411928
## 956  0.41258980 -1.008743482  0.37467200 -1.055195150   1.09506143
## 957  0.69258317 -0.255923366  0.72233143 -0.198695631   0.36856276
## 958  3.18498534  2.481033639  2.81317624  2.177911149  -2.59485125
## 959  0.61383842 -0.540278873  0.66326111 -0.429408103   0.16899786
## 960  0.34170074 -1.197877430  0.34295312 -1.139855586   0.88571479
#modified version (remove item with loading lower than 0.4)
DGS_7model_3 <- DGS %>%
  select(c(DGS_27,DGS_29,DGS_46,DGS_52)) #51 out first and 9 out due to drop in loading

DGS_IRT_3 = mirt(data = DGS_7model_3,
      model = 1, #this is for one factor
      itemtype = "gpcmIRT" #generalized partial credit model
)
## 
Iteration: 1, Log-Lik: -6314.131, Max-Change: 1.10832
Iteration: 2, Log-Lik: -6139.644, Max-Change: 0.53177
Iteration: 3, Log-Lik: -6105.246, Max-Change: 0.24612
Iteration: 4, Log-Lik: -6090.922, Max-Change: 0.30090
Iteration: 5, Log-Lik: -6082.212, Max-Change: 0.17823
Iteration: 6, Log-Lik: -6077.946, Max-Change: 0.18479
Iteration: 7, Log-Lik: -6076.576, Max-Change: 0.09642
Iteration: 8, Log-Lik: -6075.137, Max-Change: 0.05857
Iteration: 9, Log-Lik: -6074.333, Max-Change: 0.04102
Iteration: 10, Log-Lik: -6074.029, Max-Change: 0.03457
Iteration: 11, Log-Lik: -6073.747, Max-Change: 0.02642
Iteration: 12, Log-Lik: -6073.574, Max-Change: 0.02063
Iteration: 13, Log-Lik: -6073.296, Max-Change: 0.00588
Iteration: 14, Log-Lik: -6073.275, Max-Change: 0.00438
Iteration: 15, Log-Lik: -6073.259, Max-Change: 0.00377
Iteration: 16, Log-Lik: -6073.222, Max-Change: 0.00186
Iteration: 17, Log-Lik: -6073.219, Max-Change: 0.00084
Iteration: 18, Log-Lik: -6073.218, Max-Change: 0.00076
Iteration: 19, Log-Lik: -6073.217, Max-Change: 0.00065
Iteration: 20, Log-Lik: -6073.216, Max-Change: 0.00061
Iteration: 21, Log-Lik: -6073.215, Max-Change: 0.00038
Iteration: 22, Log-Lik: -6073.214, Max-Change: 0.00045
Iteration: 23, Log-Lik: -6073.214, Max-Change: 0.00032
Iteration: 24, Log-Lik: -6073.213, Max-Change: 0.00034
Iteration: 25, Log-Lik: -6073.213, Max-Change: 0.00013
Iteration: 26, Log-Lik: -6073.213, Max-Change: 0.00009
summary(DGS_IRT_3)
##           F1    h2
## DGS_27 0.459 0.211
## DGS_29 0.740 0.548
## DGS_46 0.489 0.240
## DGS_52 0.618 0.382
## 
## SS loadings:  1.38 
## Proportion Var:  0.345 
## 
## Factor correlations: 
## 
##    F1
## F1  1
coef(DGS_IRT_3, IRTpars = T)
## $DGS_27
##       a1     b1     b2     b3    b4    b5    b6 c
## par 0.88 -1.612 -1.659 -1.193 -0.87 0.852 1.938 0
## 
## $DGS_29
##        a1     b1     b2     b3     b4    b5    b6 c
## par 1.873 -1.501 -0.785 -0.719 -0.214 0.543 1.388 0
## 
## $DGS_46
##        a1     b1     b2     b3     b4     b5    b6 c
## par 0.955 -2.312 -1.748 -1.754 -1.367 -0.042 0.848 0
## 
## $DGS_52
##        a1     b1     b2     b3     b4    b5    b6 c
## par 1.338 -1.589 -0.842 -0.712 -0.025 0.766 1.799 0
## 
## $GroupPars
##     MEAN_1 COV_11
## par      0      1
#itemplot(DGS_IRT_3, 5, type = "trace")
itemplot(DGS_IRT_3, 3, type = "info")

plot(DGS_IRT_3, type = "trace")

plot(DGS_IRT_3, type = "info")

plot(DGS_IRT_3) #expected score curve

#person fit
fscores(DGS_IRT_3) #factor score for each participants
##                  F1
##   [1,] -0.015831000
##   [2,]  1.539132270
##   [3,] -1.017327126
##   [4,]  0.480099523
##   [5,] -0.183899204
##   [6,] -0.341737171
##   [7,] -0.694856704
##   [8,]  1.067205830
##   [9,]  0.643063439
##  [10,] -1.168227514
##  [11,] -0.165966496
##  [12,]  0.790379852
##  [13,]  2.164051075
##  [14,]  0.370438144
##  [15,]  0.038022005
##  [16,]  1.539132270
##  [17,] -0.129184510
##  [18,]  1.315100510
##  [19,] -1.507586393
##  [20,]  0.718913685
##  [21,] -0.350091602
##  [22,] -0.872606924
##  [23,]  0.575302833
##  [24,] -0.491314698
##  [25,]  0.353945779
##  [26,] -2.525906424
##  [27,] -1.618580259
##  [28,] -0.120095047
##  [29,] -0.467342081
##  [30,] -0.392322334
##  [31,] -1.264833996
##  [32,] -0.303779100
##  [33,] -0.129184510
##  [34,] -0.015831000
##  [35,] -1.760910180
##  [36,] -0.157243406
##  [37,]  0.966865413
##  [38,]  0.149422075
##  [39,]  0.282098992
##  [40,] -0.446321200
##  [41,]  1.134463810
##  [42,] -1.220347961
##  [43,]  0.421922553
##  [44,]  1.539132270
##  [45,]  0.154574089
##  [46,]  0.643063439
##  [47,] -1.025373767
##  [48,] -2.284941092
##  [49,] -1.137814967
##  [50,]  0.575302833
##  [51,] -1.442816845
##  [52,]  0.890522765
##  [53,]  0.796767865
##  [54,] -0.924236564
##  [55,] -0.734230173
##  [56,]  0.113311015
##  [57,] -0.246467361
##  [58,]  0.123090193
##  [59,]  0.491659523
##  [60,] -0.015831000
##  [61,]  1.226860738
##  [62,]  0.725134685
##  [63,]  0.953074008
##  [64,]  2.164051075
##  [65,] -0.836761831
##  [66,] -0.836761831
##  [67,] -0.495363013
##  [68,] -1.133586277
##  [69,] -0.224435905
##  [70,]  0.953074008
##  [71,]  0.433236725
##  [72,]  0.883904209
##  [73,]  1.889690210
##  [74,]  0.636872614
##  [75,] -0.968518692
##  [76,] -0.450316075
##  [77,] -0.532106573
##  [78,] -0.087054257
##  [79,]  1.762016115
##  [80,] -0.228970610
##  [81,] -0.773878641
##  [82,] -0.082493007
##  [83,]  1.632883144
##  [84,]  1.024186035
##  [85,] -0.015831000
##  [86,]  1.134463810
##  [87,] -0.082493007
##  [88,] -1.918611870
##  [89,] -0.246352153
##  [90,] -0.129184510
##  [91,]  0.359238954
##  [92,]  0.033107543
##  [93,]  0.953074008
##  [94,] -0.039660317
##  [95,] -0.020518829
##  [96,] -1.585620826
##  [97,]  0.636872614
##  [98,] -0.809541960
##  [99,] -0.639538463
## [100,] -1.749207612
## [101,]  0.410655698
## [102,]  0.159608451
## [103,] -0.290258339
## [104,] -0.294568883
## [105,] -0.647625644
## [106,] -0.068640959
## [107,] -0.635595731
## [108,] -0.115595013
## [109,] -0.358422417
## [110,]  0.381536727
## [111,]  0.790379852
## [112,] -0.142932879
## [113,] -1.070929383
## [114,] -0.631749118
## [115,] -0.643582946
## [116,]  0.796767865
## [117,] -0.745988717
## [118,] -1.083364794
## [119,] -0.049844949
## [120,]  0.238582476
## [121,]  0.796767865
## [122,]  0.292830683
## [123,] -0.773878641
## [124,] -1.766870523
## [125,]  0.103179443
## [126,] -1.176699107
## [127,] -0.789363693
## [128,]  0.712706872
## [129,] -0.179513466
## [130,]  0.207046688
## [131,]  1.323050147
## [132,]  0.563385092
## [133,]  2.164051075
## [134,] -0.015831000
## [135,] -0.303063151
## [136,] -1.333065477
## [137,] -0.588046239
## [138,]  0.088063247
## [139,]  0.718913685
## [140,] -0.188506502
## [141,] -0.396594490
## [142,]  0.228073681
## [143,] -0.872606924
## [144,]  0.796767865
## [145,]  0.292830683
## [146,]  0.421922553
## [147,] -0.396381926
## [148,] -0.345864866
## [149,] -1.333065477
## [150,] -0.643582946
## [151,]  0.421922553
## [152,]  0.877134599
## [153,] -0.404800709
## [154,] -1.442816845
## [155,] -1.176699107
## [156,]  1.067205830
## [157,]  1.119691449
## [158,]  0.953074008
## [159,]  0.047887852
## [160,]  1.149528858
## [161,] -0.241963097
## [162,]  0.427502610
## [163,] -2.302355098
## [164,] -0.603918122
## [165,] -0.188506502
## [166,] -0.281610493
## [167,]  1.045785444
## [168,] -2.008314613
## [169,] -1.017327126
## [170,] -0.446321200
## [171,]  0.088063247
## [172,] -0.734430358
## [173,] -0.773878641
## [174,]  0.953074008
## [175,]  2.164051075
## [176,]  0.164781496
## [177,] -1.211722288
## [178,]  1.134463810
## [179,]  0.809753439
## [180,] -0.303063151
## [181,] -0.487362967
## [182,] -0.789363693
## [183,]  0.649114058
## [184,] -0.337386870
## [185,] -0.487362967
## [186,]  0.966865413
## [187,]  0.108110717
## [188,] -0.446321200
## [189,]  0.796767865
## [190,] -0.591916563
## [191,] -0.932214129
## [192,]  1.762016115
## [193,]  1.315100510
## [194,] -0.836761831
## [195,]  0.238450134
## [196,]  0.980917696
## [197,] -1.328574004
## [198,]  0.649114058
## [199,] -0.491314698
## [200,]  2.164051075
## [201,]  1.539132270
## [202,] -1.278040649
## [203,] -0.341737171
## [204,] -0.584074846
## [205,]  0.370438144
## [206,] -1.108766049
## [207,]  0.042824018
## [208,]  0.491659523
## [209,]  2.164051075
## [210,]  1.539132270
## [211,] -0.920255120
## [212,] -0.718848121
## [213,] -0.412883457
## [214,]  0.427502610
## [215,] -0.380008240
## [216,] -1.497604522
## [217,]  1.134463810
## [218,] -0.255006134
## [219,] -0.864808437
## [220,] -0.591916563
## [221,] -0.687105635
## [222,]  1.651830563
## [223,] -0.124701092
## [224,]  0.883904209
## [225,] -0.495363013
## [226,] -1.009298196
## [227,] -0.559715838
## [228,]  0.575302833
## [229,]  1.339243672
## [230,]  1.134463810
## [231,] -0.734430358
## [232,] -1.211722288
## [233,]  0.028202960
## [234,] -0.237675883
## [235,]  0.134156518
## [236,] -0.746739233
## [237,] -0.073228175
## [238,] -0.404697703
## [239,] -0.006308219
## [240,]  0.180243092
## [241,] -0.341737171
## [242,]  0.083047473
## [243,]  0.433236725
## [244,]  0.980917696
## [245,]  0.953074008
## [246,] -1.112956846
## [247,] -1.211722288
## [248,] -0.237675883
## [249,]  0.222769677
## [250,] -0.773878641
## [251,]  0.706190080
## [252,]  1.889690210
## [253,]  0.718913685
## [254,]  0.731528862
## [255,] -0.341737171
## [256,]  0.292830683
## [257,] -0.341737171
## [258,]  1.432624445
## [259,] -0.241963097
## [260,]  0.630848879
## [261,] -0.487362967
## [262,] -0.241963097
## [263,] -0.540025000
## [264,] -1.112852739
## [265,] -0.188506502
## [266,] -2.525906424
## [267,] -1.066688825
## [268,] -0.015831000
## [269,]  0.643063439
## [270,]  0.314571727
## [271,]  0.433094234
## [272,] -1.905551723
## [273,] -0.631749118
## [274,] -0.341737171
## [275,] -0.285827466
## [276,] -0.726691399
## [277,] -2.284941092
## [278,] -0.540025000
## [279,] -0.350091602
## [280,] -1.931796400
## [281,] -0.730409451
## [282,]  0.438840247
## [283,]  0.980917696
## [284,] -1.256037147
## [285,] -0.073228175
## [286,]  0.731528862
## [287,]  1.762016115
## [288,] -0.337498315
## [289,] -0.082493007
## [290,] -0.011014431
## [291,] -1.033546063
## [292,]  1.242347868
## [293,]  0.575302833
## [294,]  0.319930914
## [295,] -1.033546063
## [296,]  0.292830683
## [297,]  0.292830683
## [298,] -0.311425183
## [299,] -0.924236564
## [300,]  0.112918601
## [301,]  0.796767865
## [302,] -0.408844582
## [303,] -0.224435905
## [304,] -1.452492021
## [305,]  0.433236725
## [306,]  1.889690210
## [307,] -0.543929642
## [308,]  0.042824018
## [309,]  1.067205830
## [310,] -0.539919764
## [311,] -0.063804039
## [312,]  1.539132270
## [313,] -0.535912354
## [314,]  0.154574089
## [315,] -0.872606924
## [316,] -0.124701092
## [317,]  0.491659523
## [318,] -0.734333102
## [319,]  0.438840247
## [320,] -0.789363693
## [321,]  0.292830683
## [322,]  1.623598473
## [323,] -0.683179946
## [324,] -0.832926056
## [325,]  0.108110717
## [326,] -0.454306514
## [327,]  0.421922553
## [328,] -0.237566656
## [329,]  0.042824018
## [330,]  1.134463810
## [331,] -0.920255120
## [332,]  0.783844998
## [333,]  0.575302833
## [334,] -0.643582946
## [335,]  1.323050147
## [336,] -0.956675089
## [337,] -0.068400367
## [338,]  0.630848879
## [339,] -0.133773600
## [340,] -0.738250859
## [341,] -1.062562298
## [342,] -0.766138878
## [343,] -0.635693627
## [344,]  1.149528858
## [345,]  2.164051075
## [346,] -1.623874979
## [347,] -0.082493007
## [348,] -0.115595013
## [349,] -0.924236564
## [350,] -0.124701092
## [351,] -0.591916563
## [352,] -0.068640959
## [353,] -0.281610493
## [354,] -0.175120059
## [355,]  0.047758092
## [356,]  0.102921334
## [357,] -1.121148382
## [358,] -0.429983608
## [359,] -0.928325670
## [360,] -0.781522773
## [361,]  0.088063247
## [362,] -1.905551723
## [363,] -2.525906424
## [364,] -1.912148501
## [365,]  0.159608451
## [366,] -1.394033069
## [367,]  0.427502610
## [368,] -0.281610493
## [369,]  0.180243092
## [370,] -0.639642021
## [371,] -0.781620080
## [372,]  0.953074008
## [373,] -0.580199496
## [374,]  0.098132843
## [375,] -0.446321200
## [376,] -0.687008196
## [377,] -0.972645914
## [378,]  1.889690210
## [379,] -0.273048989
## [380,] -0.503453543
## [381,] -1.129468927
## [382,]  1.440812062
## [383,]  0.052579293
## [384,]  0.953074008
## [385,] -1.650892236
## [386,] -1.905551723
## [387,]  0.630848879
## [388,]  1.889690210
## [389,]  0.491659523
## [390,]  0.718746286
## [391,] -0.241963097
## [392,] -0.380008240
## [393,]  0.480099523
## [394,] -0.400539497
## [395,]  0.042824018
## [396,]  0.359385653
## [397,]  1.539132270
## [398,]  0.292830683
## [399,]  0.953074008
## [400,] -1.447587134
## [401,] -1.749207612
## [402,]  0.222630481
## [403,]  0.890522765
## [404,]  0.480099523
## [405,] -0.683179946
## [406,] -1.713528502
## [407,] -1.229005834
## [408,]  1.889690210
## [409,] -0.302956558
## [410,] -0.241963097
## [411,]  0.796767865
## [412,] -1.447587134
## [413,]  0.796767865
## [414,] -0.392322334
## [415,]  0.103054042
## [416,] -0.375713356
## [417,] -1.537886682
## [418,] -0.129184510
## [419,]  0.427502610
## [420,] -0.543929642
## [421,] -1.159784221
## [422,] -1.282535425
## [423,] -0.006308219
## [424,]  0.966865413
## [425,] -0.015831000
## [426,]  0.438840247
## [427,]  0.953074008
## [428,] -1.168008742
## [429,]  0.421922553
## [430,] -0.129184510
## [431,]  1.226655472
## [432,] -1.342193725
## [433,]  0.421922553
## [434,]  0.485946038
## [435,]  2.164051075
## [436,]  0.953074008
## [437,] -0.302956558
## [438,] -0.392322334
## [439,]  0.154574089
## [440,]  0.159608451
## [441,] -0.584074846
## [442,]  0.953074008
## [443,]  0.563385092
## [444,]  0.364975607
## [445,] -0.073228175
## [446,]  0.370438144
## [447,] -1.058645588
## [448,]  0.630848879
## [449,]  1.156705744
## [450,]  0.292830683
## [451,] -0.054343274
## [452,] -1.176699107
## [453,] -0.543929642
## [454,] -0.438215939
## [455,]  0.353799381
## [456,]  0.712706872
## [457,]  0.348232912
## [458,]  1.234287483
## [459,]  1.868120695
## [460,] -0.341737171
## [461,] -0.647424409
## [462,]  0.718913685
## [463,]  0.953074008
## [464,] -1.613168954
## [465,] -1.025373767
## [466,] -0.129184510
## [467,] -2.284941092
## [468,]  1.141791816
## [469,]  0.630848879
## [470,] -0.647424409
## [471,]  0.108110717
## [472,] -1.125253219
## [473,] -1.070929383
## [474,]  0.292830683
## [475,] -0.063804039
## [476,] -0.345864866
## [477,]  1.539132270
## [478,] -0.082493007
## [479,] -1.009298196
## [480,] -0.124701092
## [481,] -0.916375282
## [482,]  0.643226270
## [483,] -0.345864866
## [484,] -0.392322334
## [485,]  0.159608451
## [486,] -1.269190252
## [487,] -0.380008240
## [488,] -1.159566172
## [489,] -0.773878641
## [490,] -0.679350692
## [491,]  0.421922553
## [492,] -0.536017678
## [493,]  0.433236725
## [494,]  0.718913685
## [495,] -0.082493007
## [496,] -0.920353920
## [497,]  0.364975607
## [498,] -0.290258339
## [499,] -0.690932915
## [500,] -1.570027077
## [501,]  0.953074008
## [502,] -0.015831000
## [503,]  1.762016115
## [504,] -1.129579768
## [505,]  0.491659523
## [506,] -0.193105405
## [507,] -0.591916563
## [508,]  0.563385092
## [509,] -0.555928319
## [510,]  0.673926706
## [511,]  0.038022005
## [512,] -0.124701092
## [513,] -0.044970477
## [514,]  0.092964371
## [515,]  0.796767865
## [516,] -0.179513466
## [517,] -1.319393510
## [518,]  0.103179443
## [519,]  0.630848879
## [520,] -0.491314698
## [521,] -0.924236564
## [522,] -0.599852567
## [523,]  0.599454743
## [524,] -0.535912354
## [525,]  1.315100510
## [526,]  1.539132270
## [527,] -0.446321200
## [528,]  0.023429611
## [529,]  0.292830683
## [530,] -1.129468927
## [531,] -0.635595731
## [532,] -0.250625190
## [533,] -0.635797231
## [534,]  0.630848879
## [535,] -0.082493007
## [536,] -0.690932915
## [537,] -0.233272191
## [538,] -1.755120875
## [539,] -0.241963097
## [540,] -0.631749118
## [541,]  0.421922553
## [542,] -0.880413501
## [543,] -0.591916563
## [544,] -1.847104541
## [545,]  0.433236725
## [546,]  0.159608451
## [547,]  1.134463810
## [548,]  1.889690210
## [549,] -0.077806772
## [550,]  0.292830683
## [551,]  1.432624445
## [552,]  0.364975607
## [553,] -0.179631720
## [554,]  0.042824018
## [555,] -0.192876635
## [556,] -1.264951241
## [557,]  1.323050147
## [558,]  2.164051075
## [559,]  0.433236725
## [560,] -0.350091602
## [561,]  0.790379852
## [562,] -0.908524968
## [563,] -2.525906424
## [564,] -0.129184510
## [565,]  0.796767865
## [566,]  0.953074008
## [567,]  0.433236725
## [568,]  0.953074008
## [569,]  0.643063439
## [570,] -0.450316075
## [571,]  1.623598473
## [572,]  0.342815880
## [573,] -0.770057218
## [574,] -0.241963097
## [575,] -0.298765910
## [576,]  0.159608451
## [577,] -0.211354749
## [578,] -0.091722783
## [579,]  0.292830683
## [580,] -0.082493007
## [581,] -1.905551723
## [582,] -0.345969864
## [583,]  0.370438144
## [584,] -0.543929642
## [585,]  0.731528862
## [586,] -0.458292571
## [587,] -0.015831000
## [588,]  1.242347868
## [589,]  1.889690210
## [590,]  0.712706872
## [591,] -0.302956558
## [592,] -0.285827466
## [593,]  2.164051075
## [594,]  1.889690210
## [595,]  1.045785444
## [596,]  0.154574089
## [597,]  0.292830683
## [598,]  0.370438144
## [599,] -0.246352153
## [600,] -0.726588456
## [601,]  0.108110717
## [602,] -0.241963097
## [603,] -0.442112157
## [604,]  0.118262544
## [605,] -0.591916563
## [606,]  0.491659523
## [607,] -0.591916563
## [608,] -0.020644996
## [609,] -0.608433261
## [610,]  0.282098992
## [611,]  1.623598473
## [612,] -0.813467970
## [613,]  0.497384999
## [614,]  1.315100510
## [615,]  1.315100510
## [616,] -0.197239231
## [617,] -1.070929383
## [618,]  0.509018610
## [619,] -0.179513466
## [620,]  0.292830683
## [621,] -1.176479594
## [622,] -1.564775149
## [623,] -0.302956558
## [624,] -1.328459800
## [625,]  0.966865413
## [626,] -1.198287527
## [627,] -0.876460113
## [628,] -0.595784493
## [629,] -1.278040649
## [630,] -0.832725113
## [631,] -0.824960099
## [632,] -0.246352153
## [633,] -0.285827466
## [634,] -0.294348798
## [635,] -0.129184510
## [636,]  1.632883144
## [637,] -0.702707421
## [638,]  0.421922553
## [639,]  1.415462783
## [640,]  0.953074008
## [641,]  0.803507094
## [642,]  0.966865413
## [643,] -2.081726235
## [644,] -0.068640959
## [645,] -0.192987782
## [646,] -1.760910180
## [647,] -0.015831000
## [648,] -0.442219968
## [649,] -0.063804039
## [650,] -0.683179946
## [651,] -0.964500872
## [652,]  0.575302833
## [653,]  0.381536727
## [654,]  0.796767865
## [655,]  0.103179443
## [656,] -0.341737171
## [657,] -0.876460113
## [658,]  0.222901210
## [659,]  0.809753439
## [660,] -0.129184510
## [661,]  0.953074008
## [662,] -0.487362967
## [663,] -0.777797767
## [664,] -0.302956558
## [665,]  0.088063247
## [666,] -0.540025000
## [667,] -0.307253514
## [668,] -0.124701092
## [669,]  0.421922553
## [670,] -0.241963097
## [671,] -1.224618426
## [672,]  0.796767865
## [673,]  0.796767865
## [674,]  0.883904209
## [675,] -0.341737171
## [676,] -0.884270873
## [677,] -0.446321200
## [678,]  0.185192059
## [679,] -0.580199496
## [680,] -0.333358697
## [681,]  0.433236725
## [682,]  0.883904209
## [683,]  0.953074008
## [684,]  1.203722920
## [685,]  1.539132270
## [686,]  0.243786779
## [687,]  0.563385092
## [688,]  0.222901210
## [689,]  2.164051075
## [690,]  1.119691449
## [691,] -0.450316075
## [692,] -0.192876635
## [693,]  0.292830683
## [694,]  1.539132270
## [695,] -0.824960099
## [696,]  0.456312344
## [697,]  0.108110717
## [698,]  0.282098992
## [699,] -0.738250859
## [700,] -0.151825834
## [701,] -0.246352153
## [702,] -0.341737171
## [703,]  0.348232912
## [704,] -1.497604522
## [705,] -0.224435905
## [706,] -0.396697756
## [707,]  0.118129018
## [708,]  0.174901541
## [709,] -0.201705099
## [710,] -0.129184510
## [711,] -0.341737171
## [712,]  0.575302833
## [713,] -0.087170256
## [714,]  1.432624445
## [715,] -0.350202564
## [716,]  2.164051075
## [717,] -0.341737171
## [718,]  1.623598473
## [719,]  0.180243092
## [720,] -1.477811482
## [721,] -0.726588456
## [722,]  1.156705744
## [723,]  1.762016115
## [724,] -0.781620080
## [725,] -1.005340549
## [726,]  1.868120695
## [727,] -0.543929642
## [728,]  0.052579293
## [729,]  1.762016115
## [730,]  0.108110717
## [731,] -0.785442923
## [732,] -0.133659784
## [733,] -1.559669644
## [734,] -0.749808947
## [735,]  0.282098992
## [736,] -0.285827466
## [737,] -1.112852739
## [738,] -1.237696572
## [739,] -0.924236564
## [740,] -1.112852739
## [741,]  0.238722544
## [742,]  0.718913685
## [743,]  0.718913685
## [744,] -0.643582946
## [745,]  0.159608451
## [746,]  2.164051075
## [747,]  0.303606776
## [748,]  0.282098992
## [749,] -0.233272191
## [750,]  1.315100510
## [751,] -0.773878641
## [752,] -0.928325670
## [753,] -2.284941092
## [754,] -0.371736899
## [755,] -0.034772270
## [756,]  0.433236725
## [757,] -0.290145003
## [758,] -0.876460113
## [759,] -0.773878641
## [760,]  1.623598473
## [761,]  0.057663389
## [762,]  0.796767865
## [763,] -1.570027077
## [764,] -0.679350692
## [765,]  0.233256647
## [766,] -0.738250859
## [767,]  0.276540423
## [768,]  1.432624445
## [769,]  1.889690210
## [770,]  0.433236725
## [771,] -0.828994029
## [772,] -1.125253219
## [773,]  0.154574089
## [774,] -0.876258170
## [775,] -0.687008196
## [776,] -0.082493007
## [777,]  0.282098992
## [778,] -1.184979353
## [779,] -0.531901556
## [780,] -1.121148382
## [781,]  0.953074008
## [782,]  0.587272485
## [783,]  0.731528862
## [784,]  1.415462783
## [785,] -0.138240566
## [786,]  0.491659523
## [787,] -0.068640959
## [788,] -0.362637396
## [789,] -0.254891299
## [790,] -0.711105930
## [791,] -0.997337064
## [792,]  1.067205830
## [793,] -0.417811909
## [794,]  1.323050147
## [795,] -0.241963097
## [796,] -0.082493007
## [797,] -1.112852739
## [798,] -1.147112132
## [799,]  0.292830683
## [800,] -0.535912354
## [801,] -0.015831000
## [802,]  0.433236725
## [803,]  1.432624445
## [804,]  1.889690210
## [805,]  0.863638050
## [806,]  0.038022005
## [807,]  0.796767865
## [808,] -0.302956558
## [809,] -0.179513466
## [810,]  0.783844998
## [811,]  0.282098992
## [812,]  2.164051075
## [813,] -1.360700229
## [814,]  1.868120695
## [815,]  0.042824018
## [816,]  1.889690210
## [817,]  1.134463810
## [818,]  0.718913685
## [819,]  1.889690210
## [820,] -0.124701092
## [821,]  0.292830683
## [822,]  0.509018610
## [823,]  0.953074008
## [824,]  1.156705744
## [825,]  0.630848879
## [826,]  0.292830683
## [827,]  2.164051075
## [828,] -0.770057218
## [829,] -0.643582946
## [830,]  0.375764303
## [831,]  0.292830683
## [832,] -0.446321200
## [833,] -0.876460113
## [834,]  1.211276828
## [835,] -0.063804039
## [836,] -0.215685827
## [837,] -0.487362967
## [838,]  0.292830683
## [839,] -0.543929642
## [840,] -0.817297566
## [841,] -0.337386870
## [842,] -1.017327126
## [843,]  0.575302833
## [844,] -0.438215939
## [845,] -0.535912354
## [846,]  0.953074008
## [847,] -1.163837014
## [848,] -0.179513466
## [849,]  1.134463810
## [850,]  0.282098992
## [851,] -0.580298178
## [852,] -1.273666520
## [853,]  0.042953516
## [854,]  2.164051075
## [855,]  1.521265930
## [856,]  1.339243672
## [857,]  0.159608451
## [858,]  0.421922553
## [859,] -0.341737171
## [860,] -2.525906424
## [861,] -0.588046239
## [862,] -2.081726235
## [863,] -0.341737171
## [864,]  0.569412392
## [865,]  1.623598473
## [866,]  0.228073681
## [867,]  0.042824018
## [868,]  2.164051075
## [869,]  1.134463810
## [870,] -0.302956558
## [871,] -0.188506502
## [872,] -0.087170256
## [873,]  0.228073681
## [874,] -0.241963097
## [875,] -0.290145003
## [876,]  0.427502610
## [877,] -1.224618426
## [878,]  0.169836422
## [879,] -0.233272191
## [880,]  1.038378542
## [881,]  0.222901210
## [882,] -0.824960099
## [883,]  1.323050147
## [884,]  1.889690210
## [885,]  1.134463810
## [886,]  1.398666990
## [887,]  1.623598473
## [888,] -0.868755707
## [889,]  0.364975607
## [890,]  0.159608451
## [891,]  0.047758092
## [892,]  2.164051075
## [893,] -2.525906424
## [894,]  1.038378542
## [895,]  0.718913685
## [896,] -0.591916563
## [897,]  1.762016115
## [898,]  0.228073681
## [899,] -0.184128789
## [900,]  1.134463810
## [901,] -0.824960099
## [902,] -0.350091602
## [903,]  0.298145449
## [904,]  0.376199031
## [905,] -0.446321200
## [906,] -0.884270873
## [907,]  1.398666990
## [908,]  0.803507094
## [909,]  1.632883144
## [910,] -1.938696964
## [911,] -0.341737171
## [912,] -0.015831000
## [913,]  1.323050147
## [914,]  0.575302833
## [915,] -0.540025000
## [916,] -1.323978560
## [917,] -2.525906424
## [918,]  0.159608451
## [919,]  0.159608451
## [920,]  0.503423465
## [921,]  1.315100510
## [922,]  0.292830683
## [923,]  0.491659523
## [924,]  0.551361350
## [925,] -0.718848121
## [926,]  0.159608451
## [927,] -1.442816845
## [928,] -1.623874979
## [929,]  0.103054042
## [930,] -0.580199496
## [931,] -0.302956558
## [932,]  0.067608923
## [933,] -0.711105930
## [934,] -0.421839872
## [935,]  1.651830563
## [936,]  1.889690210
## [937,]  1.539132270
## [938,] -0.396381926
## [939,]  0.655496146
## [940,] -1.133802183
## [941,]  0.042824018
## [942,] -1.537886682
## [943,]  1.539132270
## [944,] -0.916375282
## [945,]  2.164051075
## [946,] -0.157243406
## [947,] -0.872710704
## [948,] -0.809541960
## [949,] -0.904653028
## [950,] -1.112852739
## [951,]  1.249826882
## [952,]  0.292830683
## [953,]  0.359385653
## [954,] -0.124701092
## [955,]  0.480099523
## [956,]  0.643063439
## [957,]  2.164051075
## [958,] -0.260209391
## [959,]  0.042824018
## [960,]  0.575302833
mirt::itemfit(DGS_IRT_3)
##     item   S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_27 36.948      44      0.000  0.765
## 2 DGS_29 45.965      38      0.015  0.176
## 3 DGS_46 60.732      42      0.022  0.031
## 4 DGS_52 53.506      41      0.018  0.091
mirt::personfit(DGS_IRT_3)
##         outfit     z.outfit      infit     z.infit           Zh
## 1   0.14845607 -1.582377542 0.14267739 -1.60080654  1.287152323
## 2   0.32138595 -1.069031739 0.25134813 -1.29549419  1.140380941
## 3   0.21500885 -1.653620874 0.20355006 -1.67796700  1.568712857
## 4   0.72494288 -0.164245837 0.74288098 -0.12702921  0.368076820
## 5   0.74877183 -0.113409897 0.79050146 -0.04701880  0.102948511
## 6   0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 7   1.84820285  1.242918733 1.74316507  1.13578429 -0.770512086
## 8   0.95287312  0.164714771 0.90555096  0.09851576  0.280947803
## 9   0.65294169 -0.305528727 0.63422027 -0.32899708  0.755861697
## 10  0.35784726 -1.123519973 0.42029818 -0.94421317  0.604638553
## 11  3.13307928  2.087678921 3.33153901  2.20515281 -2.493588235
## 12  0.68026662 -0.268883499 0.64132739 -0.32919558  0.649707615
## 13  0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 14  0.44364820 -0.696337424 0.44153340 -0.68866346  0.735802191
## 15  0.27516380 -1.107641704 0.26036838 -1.14554234  1.020813814
## 16  0.32138595 -1.069031739 0.25134813 -1.29549419  1.140380941
## 17  0.15970435 -1.549959102 0.14882242 -1.59522910  1.186446417
## 18  0.65539604 -0.327451616 0.72697573 -0.19178010  0.737910003
## 19  0.70815521 -0.245206775 0.58169716 -0.55449149  0.730800880
## 20  0.17022432 -1.619867320 0.17756437 -1.55826029  1.044922639
## 21  0.40330383 -0.829064806 0.36824678 -0.92281786  0.819884743
## 22  0.17909261 -1.802701640 0.19761897 -1.69233137  0.593366979
## 23  0.14033962 -1.724020759 0.13004648 -1.74819133  1.188673706
## 24  0.43145140 -0.806605799 0.41725651 -0.84748584  0.706488895
## 25  1.13064953  0.417487767 1.22786034  0.53284969 -0.329524866
## 26  0.45195277 -0.288810171 0.63861600 -0.04554383  1.081976920
## 27  1.81649843  1.171030462 1.49069908  0.87263491 -0.861286635
## 28  0.82196073  0.004724029 0.76785611 -0.07673086  0.072293749
## 29  2.64963087  1.860855391 2.78876091  1.96738988 -1.584721371
## 30  0.17151241 -1.603378955 0.18402695 -1.55466906  1.234045742
## 31  0.51615962 -0.683968149 0.47081951 -0.81555810  1.086008948
## 32  4.78056751  3.027542379 4.89551823  3.08543248 -4.214300943
## 33  0.15970435 -1.549959102 0.14882242 -1.59522910  1.186446417
## 34  0.14845607 -1.582377542 0.14267739 -1.60080654  1.287152323
## 35  0.46911374 -0.664453565 0.37076571 -1.02944825  0.921251223
## 36  2.61168890  1.744925607 2.68035623  1.79022158 -2.144948708
## 37  0.41082707 -0.860874255 0.40989516 -0.84478919  1.132671445
## 38  1.09514296  0.375982944 1.06296390  0.33732954 -0.187607782
## 39  0.40594329 -0.772539307 0.41093126 -0.74910204  0.811186852
## 40  0.34035578 -1.032886225 0.31247521 -1.12130024  0.641421619
## 41  0.24225453 -1.384626420 0.22001002 -1.44607044  1.281471255
## 42  0.03935269 -2.812539776 0.03707168 -2.87315474  1.381765572
## 43  0.19836137 -1.424772182 0.20728574 -1.36917299  1.040197673
## 44  0.32138595 -1.069031739 0.25134813 -1.29549419  1.140380941
## 45  0.57397170 -0.405312988 0.55686133 -0.43128459  0.477943760
## 46  0.65294169 -0.305528727 0.63422027 -0.32899708  0.755861697
## 47  0.43408956 -0.916851594 0.48619079 -0.76650788  1.179829244
## 48  0.33816458 -0.665205291 0.32098177 -0.75241036  1.144421075
## 49  1.73228722  1.147060189 2.13155920  1.54207392 -1.355342137
## 50  0.14033962 -1.724020759 0.13004648 -1.74819133  1.188673706
## 51  0.20148370 -1.604835540 0.27004274 -1.43493000  0.765422141
## 52  0.75587245 -0.142435268 0.69406774 -0.24053263  0.201694437
## 53  0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 54  0.48610872 -0.778035684 0.50944533 -0.70590699  1.435004340
## 55  1.38461440  0.739656969 1.43434851  0.79825217 -0.529415498
## 56  3.07663074  2.030708338 3.31878320  2.16547483 -2.487407053
## 57  1.77566202  1.095975725 1.85332302  1.16596231 -1.479673471
## 58  1.47499814  0.796330032 1.49776942  0.81711755 -0.727876716
## 59  0.31259678 -1.055365293 0.33640684 -0.96946603  0.978388838
## 60  0.14845607 -1.582377542 0.14267739 -1.60080654  1.287152323
## 61  1.14084971  0.425723246 1.20729364  0.51070548 -0.351369727
## 62  1.24226576  0.552598875 1.10931241  0.38777188 -0.403033481
## 63  0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 64  0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 65  0.44960442 -0.860623946 0.42092990 -0.92480293  0.761410638
## 66  0.44960442 -0.860623946 0.42092990 -0.92480293  0.761410638
## 67  0.40705323 -0.869958397 0.38952687 -0.92146896  0.726277608
## 68  1.38614421  0.748697126 1.52471615  0.91378777 -0.929873122
## 69  1.09658692  0.374883166 1.17389983  0.46960844  0.211352583
## 70  0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 71  0.43755590 -0.719835998 0.40939127 -0.77232463  1.017542912
## 72  0.40105578 -0.877938041 0.39176450 -0.88273622  1.009944458
## 73  0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 74  0.66583732 -0.281478147 0.65101828 -0.29775815  0.549362922
## 75  0.89561957  0.046696987 0.89547142  0.05150537  0.149819278
## 76  0.22810096 -1.401946815 0.22926590 -1.40454420  1.192717002
## 77  1.00373192  0.237436232 1.08836668  0.35502341  0.141016937
## 78  1.14657591  0.437863129 1.11031771  0.39442376 -0.317483785
## 79  0.56915244 -0.419684123 0.63244280 -0.31609187  0.869371726
## 80  0.72021769 -0.164855510 0.74379021 -0.12602204  0.379562724
## 81  0.16061369 -1.863175317 0.18262022 -1.74270710  0.936187238
## 82  0.25946527 -1.166372385 0.26100928 -1.15645969  1.107664840
## 83  0.65891592 -0.283796438 0.61358565 -0.37290256  0.284570684
## 84  1.34369204  0.676629954 1.33359562  0.66216396 -0.581587589
## 85  0.14845607 -1.582377542 0.14267739 -1.60080654  1.287152323
## 86  0.24225453 -1.384626420 0.22001002 -1.44607044  1.281471255
## 87  0.25946527 -1.166372385 0.26100928 -1.15645969  1.107664840
## 88  0.28020333 -1.071896398 0.13542661 -1.79063931  0.865049390
## 89  1.49810034  0.828153067 1.35143425  0.67308234 -0.398204197
## 90  0.15970435 -1.549959102 0.14882242 -1.59522910  1.186446417
## 91  0.70923258 -0.180266373 0.77775664 -0.06344751  0.181975474
## 92  0.77697086 -0.058509574 0.73148327 -0.12672619  0.364756412
## 93  0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 94  3.95160629  2.528318149 3.75107828  2.41477992 -2.615747354
## 95  0.51405989 -0.521519486 0.51993920 -0.50548771  0.518433271
## 96  0.72217701 -0.207397570 0.85461593 -0.01981257  0.402739539
## 97  0.66583732 -0.281478147 0.65101828 -0.29775815  0.549362922
## 98  0.98297830  0.191711250 1.04791291  0.29117220  0.181838857
## 99  0.90309709  0.077581253 0.97321294  0.18531724  0.024774310
## 100 1.12724218  0.411010937 1.38026211  0.73061068  0.715773617
## 101 1.14846703  0.438742554 1.20195401  0.50293334 -0.256004788
## 102 0.16917420 -1.493377055 0.16420820 -1.50039223  1.261135166
## 103 0.74702628 -0.128433828 0.80123774 -0.04215701  0.285393336
## 104 2.14151685  1.418291946 2.05245429  1.34579182 -1.535914253
## 105 2.84194342  2.074634371 2.89583077  2.11601716 -3.377897943
## 106 0.95842018  0.200036955 1.00885831  0.26745676  0.104417769
## 107 2.13434315  1.498910074 2.10890123  1.47778768 -1.740096739
## 108 0.84486013  0.038904623 0.87584040  0.08485382  0.177211570
## 109 1.59193510  0.932855907 1.49562251  0.83477026 -0.896502775
## 110 1.22635282  0.531490834 1.23301050  0.53883667 -0.393133069
## 111 0.68026662 -0.268883499 0.64132739 -0.32919558  0.649707615
## 112 1.36963493  0.689773366 1.40893761  0.73091273 -0.955025337
## 113 0.13642525 -2.043007977 0.13337491 -2.03754429  0.988656567
## 114 0.70082835 -0.268231751 0.69940202 -0.27214019  0.594150565
## 115 0.28131626 -1.304121655 0.26841971 -1.35154884  0.639037326
## 116 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 117 0.65460617 -0.377512456 0.65006448 -0.38348046  0.736811481
## 118 2.46719081  1.848551905 2.47775198  1.84545427 -2.177306611
## 119 1.74710823  1.055584913 1.78004549  1.08299652 -1.283308187
## 120 0.60265674 -0.357134406 0.59214901 -0.36913780  0.735510251
## 121 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 122 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 123 0.16061369 -1.863175317 0.18262022 -1.74270710  0.936187238
## 124 0.54222738 -0.505750017 0.48353215 -0.73108116  0.510935861
## 125 1.07472050  0.351055515 1.03712698  0.30516452 -0.114320724
## 126 0.31703702 -1.251781675 0.34511334 -1.16499336  0.495083893
## 127 0.72330153 -0.249603744 0.72933551 -0.23388596  0.100934453
## 128 1.21781653  0.522901020 1.25240459  0.56351820 -0.138322475
## 129 0.41546778 -0.755563426 0.43504607 -0.70833861  0.871297328
## 130 1.11295065  0.397307292 1.12878595  0.41725669 -0.257485694
## 131 0.37496781 -0.957156025 0.30620713 -1.14605667  0.707945672
## 132 0.57098507 -0.452605851 0.54487954 -0.49241379  0.562390837
## 133 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 134 0.14845607 -1.582377542 0.14267739 -1.60080654  1.287152323
## 135 3.03481661  2.065283087 2.77373221  1.89339574 -1.954562614
## 136 0.12181756 -2.055773101 0.15907168 -1.91808316  0.990172209
## 137 0.28436704 -1.269033729 0.26514207 -1.34071448  0.624150596
## 138 0.80688246 -0.013159987 0.83916063  0.03748187  0.257970989
## 139 0.17022432 -1.619867320 0.17756437 -1.55826029  1.044922639
## 140 0.32810348 -0.981749664 0.34780574 -0.92652307  0.763706432
## 141 1.01666958  0.263647294 1.03581153  0.28912079 -0.300114347
## 142 0.37389117 -0.844938629 0.40675918 -0.75379396  0.770455747
## 143 0.17909261 -1.802701640 0.19761897 -1.69233137  0.593366979
## 144 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 145 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 146 0.19836137 -1.424772182 0.20728574 -1.36917299  1.040197673
## 147 0.90058818  0.098200103 0.91646954  0.12055087 -0.243170393
## 148 0.42919060 -0.764213925 0.40442972 -0.82775132  0.804457676
## 149 0.12181756 -2.055773101 0.15907168 -1.91808316  0.990172209
## 150 0.28131626 -1.304121655 0.26841971 -1.35154884  0.639037326
## 151 0.19836137 -1.424772182 0.20728574 -1.36917299  1.040197673
## 152 1.26710064  0.583969084 1.13913205  0.42474804 -0.483734032
## 153 1.41504275  0.750970935 1.32277698  0.64761655 -0.725097502
## 154 0.20148370 -1.604835540 0.27004274 -1.43493000  0.765422141
## 155 0.31703702 -1.251781675 0.34511334 -1.16499336  0.495083893
## 156 0.95287312  0.164714771 0.90555096  0.09851576  0.280947803
## 157 0.60249778 -0.434401345 0.69608431 -0.24675831  0.461446549
## 158 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 159 0.83851187  0.033858697 0.91811998  0.14870080  0.084896552
## 160 2.19387568  1.518725068 2.34007627  1.62635126 -1.426167004
## 161 0.06966570 -2.111705449 0.06776117 -2.12709232  1.409863722
## 162 0.44575316 -0.700008309 0.40453140 -0.78320810  0.825745249
## 163 0.43868238 -0.451338711 0.60392423 -0.20717573  0.689614714
## 164 3.80647384  2.693325099 3.93993178  2.77854502 -5.276104348
## 165 0.32810348 -0.981749664 0.34780574 -0.92652307  0.763706432
## 166 0.42739941 -0.750391179 0.43797309 -0.72656041  0.590230986
## 167 0.93026312  0.131327182 1.01802554  0.26172414  0.303339690
## 168 0.52864307 -0.439988056 0.55045243 -0.46635915  0.801518360
## 169 0.21500885 -1.653620874 0.20355006 -1.67796700  1.568712857
## 170 0.34035578 -1.032886225 0.31247521 -1.12130024  0.641421619
## 171 0.80688246 -0.013159987 0.83916063  0.03748187  0.257970989
## 172 0.42885529 -0.892621431 0.44422176 -0.84822561  0.382507680
## 173 0.16061369 -1.863175317 0.18262022 -1.74270710  0.936187238
## 174 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 175 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 176 0.80099148 -0.023612529 0.73365605 -0.12387318  0.438210529
## 177 0.37783984 -1.056203799 0.47476761 -0.80273203  1.165093656
## 178 0.24225453 -1.384626420 0.22001002 -1.44607044  1.281471255
## 179 1.09773285  0.370370587 1.17154136  0.46584430 -0.097763732
## 180 3.03481661  2.065283087 2.77373221  1.89339574 -1.954562614
## 181 0.10218833 -2.031596854 0.10736829 -2.00824592  1.089906141
## 182 0.72330153 -0.249603744 0.72933551 -0.23388596  0.100934453
## 183 0.80816123 -0.041732225 0.87918884  0.07364351  0.028648443
## 184 1.22789597  0.534241324 1.30607947  0.62566247 -0.287681230
## 185 0.10218833 -2.031596854 0.10736829 -2.00824592  1.089906141
## 186 0.41082707 -0.860874255 0.40989516 -0.84478919  1.132671445
## 187 0.11653447 -1.741299831 0.12309298 -1.69233932  1.258712049
## 188 0.34035578 -1.032886225 0.31247521 -1.12130024  0.641421619
## 189 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 190 0.17751519 -1.689303070 0.18729796 -1.65098207  1.202139546
## 191 0.94007839  0.120282975 0.81638584 -0.08227450  0.247928605
## 192 0.56915244 -0.419684123 0.63244280 -0.31609187  0.869371726
## 193 0.65539604 -0.327451616 0.72697573 -0.19178010  0.737910003
## 194 0.44960442 -0.860623946 0.42092990 -0.92480293  0.761410638
## 195 2.60177399  1.731330898 2.40220197  1.58020961 -2.759999309
## 196 1.60747689  0.966370471 1.61479913  0.96704749 -0.733503020
## 197 1.04045569  0.281416895 1.11577798  0.38795686 -0.527785660
## 198 0.80816123 -0.041732225 0.87918884  0.07364351  0.028648443
## 199 0.43145140 -0.806605799 0.41725651 -0.84748584  0.706488895
## 200 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 201 0.32138595 -1.069031739 0.25134813 -1.29549419  1.140380941
## 202 1.28272987  0.613746261 1.25913776  0.58613626  0.335393902
## 203 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 204 0.30967760 -1.184390092 0.28785363 -1.26078920  0.601708064
## 205 0.44364820 -0.696337424 0.44153340 -0.68866346  0.735802191
## 206 0.47517657 -0.804637898 0.52177435 -0.68295835  0.364679475
## 207 0.37494938 -0.831865857 0.38727252 -0.79462496  0.735653202
## 208 0.31259678 -1.055365293 0.33640684 -0.96946603  0.978388838
## 209 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 210 0.32138595 -1.069031739 0.25134813 -1.29549419  1.140380941
## 211 2.00283722  1.425611590 1.96816749  1.37961040 -1.584495511
## 212 0.56129981 -0.568847772 0.57518058 -0.53616335  0.736804240
## 213 1.53098772  0.876136639 1.55625112  0.90383942 -0.564234229
## 214 0.44575316 -0.700008309 0.40453140 -0.78320810  0.825745249
## 215 0.77578768 -0.094001870 0.80337083 -0.05095274  0.161895748
## 216 0.75835057 -0.156711604 0.66697298 -0.37353587  0.862220256
## 217 0.24225453 -1.384626420 0.22001002 -1.44607044  1.281471255
## 218 2.10449761  1.380737062 2.09999058  1.37735766 -1.215961096
## 219 0.54065240 -0.640536230 0.63508062 -0.42380579  0.406733574
## 220 0.17751519 -1.689303070 0.18729796 -1.65098207  1.202139546
## 221 0.79643437 -0.104415882 0.73931648 -0.20580898 -0.103000171
## 222 0.99472917  0.239328105 1.12132664  0.40363685  0.334605499
## 223 0.25690557 -1.181781359 0.25404830 -1.18736472  0.895990879
## 224 0.40105578 -0.877938041 0.39176450 -0.88273622  1.009944458
## 225 0.40705323 -0.869958397 0.38952687 -0.92146896  0.726277608
## 226 0.60639930 -0.501081924 0.63208877 -0.43518065  0.644086819
## 227 1.48875385  0.846125614 1.45256389  0.80684551 -1.089472069
## 228 0.14033962 -1.724020759 0.13004648 -1.74819133  1.188673706
## 229 0.69192029 -0.258461974 0.67885877 -0.27709283  0.740017773
## 230 0.24225453 -1.384626420 0.22001002 -1.44607044  1.281471255
## 231 0.42885529 -0.892621431 0.44422176 -0.84822561  0.382507680
## 232 0.37783984 -1.056203799 0.47476761 -0.80273203  1.165093656
## 233 4.05389527  2.576109001 3.73666039  2.40012190 -2.672260226
## 234 0.65524475 -0.277385853 0.60529819 -0.36818860  0.221158996
## 235 7.64739773  4.047598812 7.24916410  3.88890039 -6.000305384
## 236 3.23276056  2.392955394 3.35947394  2.47164670 -2.738676663
## 237 0.40482546 -0.765358558 0.41308549 -0.74182984  0.589928889
## 238 1.29410296  0.613814199 1.27057618  0.58648959 -0.019287189
## 239 0.29508853 -1.049398690 0.30288532 -1.02008151  0.773685636
## 240 1.03380721  0.298897494 1.07323608  0.34985167 -0.115406854
## 241 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 242 2.43765994  1.605813304 2.36584787  1.54768421 -1.544821875
## 243 0.43755590 -0.719835998 0.40939127 -0.77232463  1.017542912
## 244 1.60747689  0.966370471 1.61479913  0.96704749 -0.733503020
## 245 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 246 1.85665504  1.278807114 1.84930253  1.26645500 -1.320006016
## 247 0.37783984 -1.056203799 0.47476761 -0.80273203  1.165093656
## 248 0.65524475 -0.277385853 0.60529819 -0.36818860  0.221158996
## 249 1.55710747  0.879569551 1.48934398  0.81005916 -0.909099358
## 250 0.16061369 -1.863175317 0.18262022 -1.74270710  0.936187238
## 251 1.06051490  0.322462212 1.14373058  0.43150798 -0.288183526
## 252 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 253 0.17022432 -1.619867320 0.17756437 -1.55826029  1.044922639
## 254 0.43381574 -0.775718269 0.41500623 -0.80384915  1.040650565
## 255 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 256 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 257 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 258 1.20570963  0.508536503 1.29620525  0.61784846  0.004157447
## 259 0.06966570 -2.111705449 0.06776117 -2.12709232  1.409863722
## 260 0.39619324 -0.853520781 0.40972958 -0.80191559  0.766317471
## 261 0.10218833 -2.031596854 0.10736829 -2.00824592  1.089906141
## 262 0.06966570 -2.111705449 0.06776117 -2.12709232  1.409863722
## 263 0.59209284 -0.460555946 0.59642506 -0.45516823  0.296839468
## 264 0.18526650 -1.780390103 0.19236688 -1.73449015  1.516748131
## 265 0.32810348 -0.981749664 0.34780574 -0.92652307  0.763706432
## 266 0.45195277 -0.288810171 0.63861600 -0.04554383  1.081976920
## 267 0.90427392  0.061333385 0.91803920  0.08743217  0.838929074
## 268 0.14845607 -1.582377542 0.14267739 -1.60080654  1.287152323
## 269 0.65294169 -0.305528727 0.63422027 -0.32899708  0.755861697
## 270 1.54868029  0.874556055 1.60150922  0.92212332 -0.606343068
## 271 2.60235418  1.758689877 2.41050413  1.60668504 -2.591137981
## 272 0.71832201 -0.146126470 0.80493578 -0.05499726  0.969438819
## 273 0.70082835 -0.268231751 0.69940202 -0.27214019  0.594150565
## 274 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 275 0.33854408 -0.979370194 0.34564971 -0.96118750  0.890366532
## 276 0.80711502 -0.090501447 0.89718878  0.06164192  0.208333708
## 277 0.33816458 -0.665205291 0.32098177 -0.75241036  1.144421075
## 278 0.59209284 -0.460555946 0.59642506 -0.45516823  0.296839468
## 279 0.40330383 -0.829064806 0.36824678 -0.92281786  0.819884743
## 280 0.46375059 -0.604845691 0.43075149 -0.77361628  0.800443694
## 281 0.39651681 -0.979548009 0.41559052 -0.92307042  1.188692234
## 282 0.59840204 -0.384649942 0.60974975 -0.35357330  0.313617442
## 283 1.60747689  0.966370471 1.61479913  0.96704749 -0.733503020
## 284 1.13845331  0.420679915 1.27581580  0.60802333 -0.247553102
## 285 0.40482546 -0.765358558 0.41308549 -0.74182984  0.589928889
## 286 0.43381574 -0.775718269 0.41500623 -0.80384915  1.040650565
## 287 0.56915244 -0.419684123 0.63244280 -0.31609187  0.869371726
## 288 1.04205691  0.300848101 0.95101902  0.17563770 -0.353979411
## 289 0.25946527 -1.166372385 0.26100928 -1.15645969  1.107664840
## 290 0.73652173 -0.122596629 0.68047291 -0.21138891  0.468166190
## 291 0.94496146  0.127551100 0.78579345 -0.13837986 -0.023391665
## 292 0.77600754 -0.114539823 0.72759153 -0.19178715  0.483637899
## 293 0.14033962 -1.724020759 0.13004648 -1.74819133  1.188673706
## 294 2.38873964  1.588068696 2.35878693  1.55559448 -2.439167904
## 295 0.94496146  0.127551100 0.78579345 -0.13837986 -0.023391665
## 296 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 297 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 298 1.31094661  0.630097209 1.30510361  0.62366731 -0.781618049
## 299 0.48610872 -0.778035684 0.50944533 -0.70590699  1.435004340
## 300 2.69464363  1.785165014 2.90689713  1.91535594 -1.732727156
## 301 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 302 0.84235723  0.008273867 0.82992463 -0.01277486  0.087317952
## 303 1.09658692  0.374883166 1.17389983  0.46960844  0.211352583
## 304 0.40051626 -0.934496887 0.56187412 -0.60086804  0.672596261
## 305 0.43755590 -0.719835998 0.40939127 -0.77232463  1.017542912
## 306 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 307 0.13162013 -1.892486553 0.13269397 -1.89525227  1.079699084
## 308 0.37494938 -0.831865857 0.38727252 -0.79462496  0.735653202
## 309 0.95287312  0.164714771 0.90555096  0.09851576  0.280947803
## 310 1.76138993  1.128344112 1.68407983  1.05311804 -0.865974385
## 311 0.49189240 -0.569977105 0.52867314 -0.49141611  0.704121042
## 312 0.32138595 -1.069031739 0.25134813 -1.29549419  1.140380941
## 313 0.52893597 -0.593175453 0.55765218 -0.53493060  1.062707322
## 314 0.57397170 -0.405312988 0.55686133 -0.43128459  0.477943760
## 315 0.17909261 -1.802701640 0.19761897 -1.69233137  0.593366979
## 316 0.25690557 -1.181781359 0.25404830 -1.18736472  0.895990879
## 317 0.31259678 -1.055365293 0.33640684 -0.96946603  0.978388838
## 318 1.97015172  1.369297102 1.84585491  1.24477717 -1.774117496
## 319 0.59840204 -0.384649942 0.60974975 -0.35357330  0.313617442
## 320 0.72330153 -0.249603744 0.72933551 -0.23388596  0.100934453
## 321 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 322 0.95428310  0.181584293 1.03299488  0.28800997  0.304998728
## 323 0.02772456 -2.899728924 0.02692568 -2.91141323  1.162160806
## 324 0.82935757 -0.061250988 0.83268597 -0.05109445 -0.295594309
## 325 0.11653447 -1.741299831 0.12309298 -1.69233932  1.258712049
## 326 1.34800160  0.678578188 1.34055175  0.67071753 -0.396611935
## 327 0.19836137 -1.424772182 0.20728574 -1.36917299  1.040197673
## 328 1.09172782  0.368470491 0.99444016  0.24203871 -0.092996153
## 329 0.37494938 -0.831865857 0.38727252 -0.79462496  0.735653202
## 330 0.24225453 -1.384626420 0.22001002 -1.44607044  1.281471255
## 331 2.00283722  1.425611590 1.96816749  1.37961040 -1.584495511
## 332 0.69947493 -0.233915835 0.67240869 -0.27185544  0.432251083
## 333 0.14033962 -1.724020759 0.13004648 -1.74819133  1.188673706
## 334 0.28131626 -1.304121655 0.26841971 -1.35154884  0.639037326
## 335 0.37496781 -0.957156025 0.30620713 -1.14605667  0.707945672
## 336 1.10954561  0.378944281 0.99857027  0.21547100 -0.340019340
## 337 1.37609505  0.695234502 1.38276112  0.70164791 -0.654610583
## 338 0.39619324 -0.853520781 0.40972958 -0.80191559  0.766317471
## 339 0.62938099 -0.310694055 0.57466287 -0.40978229  0.535504824
## 340 0.39673918 -0.981177418 0.37626704 -1.03446680  1.116553611
## 341 2.39509926  1.788020990 2.42314707  1.79845237 -2.257275162
## 342 0.91141187  0.080773831 0.99006479  0.20553393 -0.263348501
## 343 0.67546615 -0.316969657 0.67799248 -0.31333615  0.617992489
## 344 2.19387568  1.518725068 2.34007627  1.62635126 -1.426167004
## 345 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 346 0.38284523 -0.927008414 0.28554144 -1.35391802  0.635657212
## 347 0.25946527 -1.166372385 0.26100928 -1.15645969  1.107664840
## 348 0.84486013  0.038904623 0.87584040  0.08485382  0.177211570
## 349 0.48610872 -0.778035684 0.50944533 -0.70590699  1.435004340
## 350 0.25690557 -1.181781359 0.25404830 -1.18736472  0.895990879
## 351 0.17751519 -1.689303070 0.18729796 -1.65098207  1.202139546
## 352 0.95842018  0.200036955 1.00885831  0.26745676  0.104417769
## 353 0.42739941 -0.750391179 0.43797309 -0.72656041  0.590230986
## 354 1.52017722  0.846412911 1.45212180  0.77696669 -1.298682420
## 355 0.97743937  0.226751303 0.93704927  0.17444768 -0.083346272
## 356 1.55156271  0.871745711 1.67320265  0.98399104 -0.735711938
## 357 0.12013285 -2.134657967 0.12016267 -2.12197289  1.371574987
## 358 0.84684034  0.012661217 0.87889169  0.06061289  0.298959451
## 359 0.51616002 -0.704532298 0.49629068 -0.73792564  0.597361694
## 360 1.94266217  1.350787429 1.85265254  1.25647611 -1.629007291
## 361 0.80688246 -0.013159987 0.83916063  0.03748187  0.257970989
## 362 0.71832201 -0.146126470 0.80493578 -0.05499726  0.969438819
## 363 0.45195277 -0.288810171 0.63861600 -0.04554383  1.081976920
## 364 0.80625528 -0.008633838 0.72907494 -0.17970048  0.580944837
## 365 0.16917420 -1.493377055 0.16420820 -1.50039223  1.261135166
## 366 1.13488164  0.416293956 1.12162593  0.39631834  0.298285768
## 367 0.44575316 -0.700008309 0.40453140 -0.78320810  0.825745249
## 368 0.42739941 -0.750391179 0.43797309 -0.72656041  0.590230986
## 369 1.03380721  0.298897494 1.07323608  0.34985167 -0.115406854
## 370 0.69674270 -0.277314066 0.65998231 -0.34881185  0.518518521
## 371 0.10074574 -2.223850452 0.09660857 -2.23737031  0.783851991
## 372 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 373 0.34144477 -1.084997722 0.36654088 -1.01664498  0.776774972
## 374 0.45822354 -0.637932519 0.47689109 -0.59086795  0.706029810
## 375 0.34035578 -1.032886225 0.31247521 -1.12130024  0.641421619
## 376 0.70845712 -0.263398832 0.68726623 -0.30317781  0.662557809
## 377 0.48328167 -0.787851328 0.51157552 -0.70281431 -0.017416916
## 378 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 379 0.97668924  0.216139698 1.00706818  0.25706783 -0.149490437
## 380 0.74156340 -0.171647188 0.73667302 -0.18272871 -0.077437159
## 381 0.63755863 -0.430268260 0.76581683 -0.17644655  0.661949803
## 382 2.09063929  1.413317601 2.44054604  1.69511466 -1.439583598
## 383 1.00497981  0.262782752 1.06729488  0.34285105  0.026604654
## 384 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 385 1.47818665  0.823665585 1.76298493  1.17109457 -0.175955913
## 386 0.71832201 -0.146126470 0.80493578 -0.05499726  0.969438819
## 387 0.39619324 -0.853520781 0.40972958 -0.80191559  0.766317471
## 388 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 389 0.31259678 -1.055365293 0.33640684 -0.96946603  0.978388838
## 390 1.92685870  1.259091478 2.04898722  1.35420617 -1.474589832
## 391 0.06966570 -2.111705449 0.06776117 -2.12709232  1.409863722
## 392 0.77578768 -0.094001870 0.80337083 -0.05095274  0.161895748
## 393 0.72494288 -0.164245837 0.74288098 -0.12702921  0.368076820
## 394 0.87518053  0.059658695 0.88200687  0.06869770 -0.227242167
## 395 0.37494938 -0.831865857 0.38727252 -0.79462496  0.735653202
## 396 0.83193656  0.013869829 0.82851851  0.01380057  0.146980220
## 397 0.32138595 -1.069031739 0.25134813 -1.29549419  1.140380941
## 398 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 399 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 400 0.26274605 -1.363064444 0.14246870 -2.01354226  1.104474234
## 401 1.12724218  0.411010937 1.38026211  0.73061068  0.715773617
## 402 0.85172674  0.049731632 0.91679823  0.14527767  0.023009760
## 403 0.75587245 -0.142435268 0.69406774 -0.24053263  0.201694437
## 404 0.72494288 -0.164245837 0.74288098 -0.12702921  0.368076820
## 405 0.02772456 -2.899728924 0.02692568 -2.91141323  1.162160806
## 406 0.41566751 -0.808650446 0.44510633 -0.84624796  0.695498677
## 407 0.26559108 -1.420584510 0.32669168 -1.22730131  0.915641636
## 408 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 409 0.57280365 -0.442399203 0.57959323 -0.43033945  0.657481497
## 410 0.06966570 -2.111705449 0.06776117 -2.12709232  1.409863722
## 411 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 412 0.26274605 -1.363064444 0.14246870 -2.01354226  1.104474234
## 413 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 414 0.17151241 -1.603378955 0.18402695 -1.55466906  1.234045742
## 415 1.23819770  0.544326763 1.13998838  0.43093564 -0.395413528
## 416 1.90391247  1.231400950 2.01195033  1.32879594 -0.863184410
## 417 3.84608431  2.687794989 5.07194641  3.55237913 -5.479651196
## 418 0.15970435 -1.549959102 0.14882242 -1.59522910  1.186446417
## 419 0.44575316 -0.700008309 0.40453140 -0.78320810  0.825745249
## 420 0.13162013 -1.892486553 0.13269397 -1.89525227  1.079699084
## 421 0.97317202  0.174546425 1.21599999  0.52771901  0.428862282
## 422 0.94968249  0.141981011 1.06081576  0.30756805  0.227477374
## 423 0.29508853 -1.049398690 0.30288532 -1.02008151  0.773685636
## 424 0.41082707 -0.860874255 0.40989516 -0.84478919  1.132671445
## 425 0.14845607 -1.582377542 0.14267739 -1.60080654  1.287152323
## 426 0.59840204 -0.384649942 0.60974975 -0.35357330  0.313617442
## 427 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 428 1.68559818  1.094732117 1.69030911  1.10049011 -0.649745030
## 429 0.19836137 -1.424772182 0.20728574 -1.36917299  1.040197673
## 430 0.15970435 -1.549959102 0.14882242 -1.59522910  1.186446417
## 431 0.90037931  0.085510619 0.97503802  0.19976241  0.333860143
## 432 0.61292177 -0.457030330 0.82403699 -0.07618696  0.527699255
## 433 0.19836137 -1.424772182 0.20728574 -1.36917299  1.040197673
## 434 1.44168819  0.772089358 1.35544707  0.67682439 -0.487709049
## 435 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 436 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 437 0.57280365 -0.442399203 0.57959323 -0.43033945  0.657481497
## 438 0.17151241 -1.603378955 0.18402695 -1.55466906  1.234045742
## 439 0.57397170 -0.405312988 0.55686133 -0.43128459  0.477943760
## 440 0.16917420 -1.493377055 0.16420820 -1.50039223  1.261135166
## 441 0.30967760 -1.184390092 0.28785363 -1.26078920  0.601708064
## 442 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 443 0.57098507 -0.452605851 0.54487954 -0.49241379  0.562390837
## 444 0.82625525  0.004989189 0.84166738  0.03301947  0.333578977
## 445 0.40482546 -0.765358558 0.41308549 -0.74182984  0.589928889
## 446 0.44364820 -0.696337424 0.44153340 -0.68866346  0.735802191
## 447 1.43200672  0.806766738 1.25717099  0.58230792 -0.922642933
## 448 0.39619324 -0.853520781 0.40972958 -0.80191559  0.766317471
## 449 1.59525619  0.956350149 1.71127350  1.06816678 -0.807671938
## 450 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 451 3.30808875  2.174061859 3.57278226  2.31940863 -2.799918230
## 452 0.31703702 -1.251781675 0.34511334 -1.16499336  0.495083893
## 453 0.13162013 -1.892486553 0.13269397 -1.89525227  1.079699084
## 454 0.39805873 -0.872456384 0.42712044 -0.80361719  0.794485143
## 455 1.23751284  0.544282467 1.17839340  0.47538433 -0.147137703
## 456 1.21781653  0.522901020 1.25240459  0.56351820 -0.138322475
## 457 0.55485029 -0.458244959 0.58210649 -0.39638257  0.692274711
## 458 1.97764758  1.328034216 2.20828415  1.51919564 -1.793119377
## 459 0.91789208  0.156674812 0.96052372  0.20502609  0.118466976
## 460 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 461 0.56615194 -0.541864296 0.56383330 -0.54801665  1.131346169
## 462 0.17022432 -1.619867320 0.17756437 -1.55826029  1.044922639
## 463 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 464 0.75128724 -0.152089171 0.80990386 -0.09579117  0.761138117
## 465 0.43408956 -0.916851594 0.48619079 -0.76650788  1.179829244
## 466 0.15970435 -1.549959102 0.14882242 -1.59522910  1.186446417
## 467 0.33816458 -0.665205291 0.32098177 -0.75241036  1.144421075
## 468 0.62627031 -0.387514257 0.59317601 -0.44251896  0.446088942
## 469 0.39619324 -0.853520781 0.40972958 -0.80191559  0.766317471
## 470 0.56615194 -0.541864296 0.56383330 -0.54801665  1.131346169
## 471 0.11653447 -1.741299831 0.12309298 -1.69233932  1.258712049
## 472 0.89570205  0.048416656 0.87374884  0.01344716  0.771382261
## 473 0.13642525 -2.043007977 0.13337491 -2.03754429  0.988656567
## 474 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 475 0.49189240 -0.569977105 0.52867314 -0.49141611  0.704121042
## 476 0.42919060 -0.764213925 0.40442972 -0.82775132  0.804457676
## 477 0.32138595 -1.069031739 0.25134813 -1.29549419  1.140380941
## 478 0.25946527 -1.166372385 0.26100928 -1.15645969  1.107664840
## 479 0.60639930 -0.501081924 0.63208877 -0.43518065  0.644086819
## 480 0.25690557 -1.181781359 0.25404830 -1.18736472  0.895990879
## 481 0.60123224 -0.509249817 0.58590083 -0.53072145  0.766338871
## 482 1.27634954  0.592168242 1.40148788  0.73082792 -0.520829521
## 483 0.42919060 -0.764213925 0.40442972 -0.82775132  0.804457676
## 484 0.17151241 -1.603378955 0.18402695 -1.55466906  1.234045742
## 485 0.16917420 -1.493377055 0.16420820 -1.50039223  1.261135166
## 486 1.35400588  0.704129120 1.32477900  0.67174413 -0.388692878
## 487 0.77578768 -0.094001870 0.80337083 -0.05095274  0.161895748
## 488 2.07420119  1.489295396 2.11451418  1.52703694 -2.092760193
## 489 0.16061369 -1.863175317 0.18262022 -1.74270710  0.936187238
## 490 0.45928402 -0.798747689 0.46640871 -0.78067800  0.342815835
## 491 0.19836137 -1.424772182 0.20728574 -1.36917299  1.040197673
## 492 0.61754395 -0.408380680 0.62204149 -0.40275678  0.276219544
## 493 0.43755590 -0.719835998 0.40939127 -0.77232463  1.017542912
## 494 0.17022432 -1.619867320 0.17756437 -1.55826029  1.044922639
## 495 0.25946527 -1.166372385 0.26100928 -1.15645969  1.107664840
## 496 0.19979172 -1.714749301 0.19113237 -1.72714556  0.901906210
## 497 0.82625525  0.004989189 0.84166738  0.03301947  0.333578977
## 498 0.74702628 -0.128433828 0.80123774 -0.04215701  0.285393336
## 499 0.29500049 -1.276927750 0.30121874 -1.25470178  0.785967986
## 500 0.41927593 -0.849873864 0.57338804 -0.56832973  0.519641157
## 501 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 502 0.14845607 -1.582377542 0.14267739 -1.60080654  1.287152323
## 503 0.56915244 -0.419684123 0.63244280 -0.31609187  0.869371726
## 504 0.97661721  0.179265821 0.77057195 -0.16772198 -0.089532429
## 505 0.31259678 -1.055365293 0.33640684 -0.96946603  0.978388838
## 506 3.73964601  2.447841149 3.99112514  2.58137874 -4.306229109
## 507 0.17751519 -1.689303070 0.18729796 -1.65098207  1.202139546
## 508 0.57098507 -0.452605851 0.54487954 -0.49241379  0.562390837
## 509 2.36662367  1.673104215 2.35954399  1.67164400 -2.670015736
## 510 2.14108365  1.439590824 2.12774184  1.41556153 -1.759898571
## 511 0.27516380 -1.107641704 0.26036838 -1.14554234  1.020813814
## 512 0.25690557 -1.181781359 0.25404830 -1.18736472  0.895990879
## 513 3.54297574  2.307909054 3.74870040  2.41428104 -2.852200255
## 514 1.47009549  0.791148310 1.49765169  0.81688474 -0.912175425
## 515 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 516 0.41546778 -0.755563426 0.43504607 -0.70833861  0.871297328
## 517 1.08995862  0.352783841 1.21472155  0.52660303 -0.251267704
## 518 1.07472050  0.351055515 1.03712698  0.30516452 -0.114320724
## 519 0.39619324 -0.853520781 0.40972958 -0.80191559  0.766317471
## 520 0.43145140 -0.806605799 0.41725651 -0.84748584  0.706488895
## 521 0.48610872 -0.778035684 0.50944533 -0.70590699  1.435004340
## 522 0.90072366  0.077639353 0.90048726  0.07625048  0.285373222
## 523 2.57416259  1.766138188 2.60081683  1.76854023 -2.075917436
## 524 0.52893597 -0.593175453 0.55765218 -0.53493060  1.062707322
## 525 0.65539604 -0.327451616 0.72697573 -0.19178010  0.737910003
## 526 0.32138595 -1.069031739 0.25134813 -1.29549419  1.140380941
## 527 0.34035578 -1.032886225 0.31247521 -1.12130024  0.641421619
## 528 2.19869584  1.428299801 2.08575052  1.33590771 -1.319422369
## 529 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 530 0.63755863 -0.430268260 0.76581683 -0.17644655  0.661949803
## 531 2.13434315  1.498910074 2.10890123  1.47778768 -1.740096739
## 532 0.83511663  0.014621563 0.81522863 -0.01578938 -0.017274571
## 533 0.33878765 -1.115273117 0.36463774 -1.04102405  0.791718271
## 534 0.39619324 -0.853520781 0.40972958 -0.80191559  0.766317471
## 535 0.25946527 -1.166372385 0.26100928 -1.15645969  1.107664840
## 536 0.29500049 -1.276927750 0.30121874 -1.25470178  0.785967986
## 537 0.20992475 -1.375143158 0.20291435 -1.40175521  0.875514282
## 538 0.67561862 -0.256033575 0.63324894 -0.40609047  0.621262465
## 539 0.06966570 -2.111705449 0.06776117 -2.12709232  1.409863722
## 540 0.70082835 -0.268231751 0.69940202 -0.27214019  0.594150565
## 541 0.19836137 -1.424772182 0.20728574 -1.36917299  1.040197673
## 542 0.47028400 -0.813627248 0.47230027 -0.79456406  0.135049573
## 543 0.17751519 -1.689303070 0.18729796 -1.65098207  1.202139546
## 544 1.09840515  0.378381352 1.42600991  0.77345039 -0.051848259
## 545 0.43755590 -0.719835998 0.40939127 -0.77232463  1.017542912
## 546 0.16917420 -1.493377055 0.16420820 -1.50039223  1.261135166
## 547 0.24225453 -1.384626420 0.22001002 -1.44607044  1.281471255
## 548 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 549 1.37219526  0.691248901 1.26512956  0.57460680 -0.371684275
## 550 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 551 1.20570963  0.508536503 1.29620525  0.61784846  0.004157447
## 552 0.82625525  0.004989189 0.84166738  0.03301947  0.333578977
## 553 0.90008163  0.115052093 0.94630359  0.17994179  0.037891271
## 554 0.37494938 -0.831865857 0.38727252 -0.79462496  0.735653202
## 555 0.72897814 -0.146385003 0.70307680 -0.18867009  0.394731363
## 556 1.70318625  1.105633391 1.92749235  1.35059904 -1.024051182
## 557 0.37496781 -0.957156025 0.30620713 -1.14605667  0.707945672
## 558 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 559 0.43755590 -0.719835998 0.40939127 -0.77232463  1.017542912
## 560 0.40330383 -0.829064806 0.36824678 -0.92281786  0.819884743
## 561 0.68026662 -0.268883499 0.64132739 -0.32919558  0.649707615
## 562 1.35955060  0.715882138 1.37316274  0.72933049 -0.844032650
## 563 0.45195277 -0.288810171 0.63861600 -0.04554383  1.081976920
## 564 0.15970435 -1.549959102 0.14882242 -1.59522910  1.186446417
## 565 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 566 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 567 0.43755590 -0.719835998 0.40939127 -0.77232463  1.017542912
## 568 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 569 0.65294169 -0.305528727 0.63422027 -0.32899708  0.755861697
## 570 0.22810096 -1.401946815 0.22926590 -1.40454420  1.192717002
## 571 0.95428310  0.181584293 1.03299488  0.28800997  0.304998728
## 572 0.99977050  0.251120449 0.98316277  0.23173610 -0.117496032
## 573 0.89454582  0.053082731 0.96671223  0.16959956 -0.236452531
## 574 0.06966570 -2.111705449 0.06776117 -2.12709232  1.409863722
## 575 0.68469235 -0.234994752 0.67026297 -0.26123210  0.128751027
## 576 0.16917420 -1.493377055 0.16420820 -1.50039223  1.261135166
## 577 2.24697208  1.486583373 2.31790179  1.54044141 -1.808594350
## 578 1.08859835  0.367348747 1.06735216  0.34136689 -0.310370292
## 579 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 580 0.25946527 -1.166372385 0.26100928 -1.15645969  1.107664840
## 581 0.71832201 -0.146126470 0.80493578 -0.05499726  0.969438819
## 582 1.43081621  0.764117268 1.29449314  0.61263973 -0.659738184
## 583 0.44364820 -0.696337424 0.44153340 -0.68866346  0.735802191
## 584 0.13162013 -1.892486553 0.13269397 -1.89525227  1.079699084
## 585 0.43381574 -0.775718269 0.41500623 -0.80384915  1.040650565
## 586 3.69237302  2.540984917 3.63992393  2.51765757 -4.310489236
## 587 0.14845607 -1.582377542 0.14267739 -1.60080654  1.287152323
## 588 0.77600754 -0.114539823 0.72759153 -0.19178715  0.483637899
## 589 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 590 1.21781653  0.522901020 1.25240459  0.56351820 -0.138322475
## 591 0.57280365 -0.442399203 0.57959323 -0.43033945  0.657481497
## 592 0.33854408 -0.979370194 0.34564971 -0.96118750  0.890366532
## 593 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 594 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 595 0.93026312  0.131327182 1.01802554  0.26172414  0.303339690
## 596 0.57397170 -0.405312988 0.55686133 -0.43128459  0.477943760
## 597 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 598 0.44364820 -0.696337424 0.44153340 -0.68866346  0.735802191
## 599 1.49810034  0.828153067 1.35143425  0.67308234 -0.398204197
## 600 0.50290656 -0.704572228 0.48436147 -0.74608635  0.583930974
## 601 0.11653447 -1.741299831 0.12309298 -1.69233932  1.258712049
## 602 0.06966570 -2.111705449 0.06776117 -2.12709232  1.409863722
## 603 1.00107772  0.239335568 1.07630984  0.34168591  0.066410228
## 604 2.23616259  1.457782429 2.40805861  1.57858179 -1.438114206
## 605 0.17751519 -1.689303070 0.18729796 -1.65098207  1.202139546
## 606 0.31259678 -1.055365293 0.33640684 -0.96946603  0.978388838
## 607 0.17751519 -1.689303070 0.18729796 -1.65098207  1.202139546
## 608 2.08590247  1.341163346 2.03787383  1.29934375 -1.683763228
## 609 2.77932073  2.012625178 2.92929298  2.12598665 -1.813812578
## 610 0.40594329 -0.772539307 0.41093126 -0.74910204  0.811186852
## 611 0.95428310  0.181584293 1.03299488  0.28800997  0.304998728
## 612 2.11146458  1.516870395 2.09390162  1.49218653 -1.895677891
## 613 1.13238531  0.418179368 1.16470203  0.45847373 -0.363127230
## 614 0.65539604 -0.327451616 0.72697573 -0.19178010  0.737910003
## 615 0.65539604 -0.327451616 0.72697573 -0.19178010  0.737910003
## 616 2.54884372  1.708008805 2.41508834  1.61028114 -1.720434247
## 617 0.13642525 -2.043007977 0.13337491 -2.03754429  0.988656567
## 618 1.85262522  1.173003496 1.99912175  1.29135704 -1.091521052
## 619 0.41546778 -0.755563426 0.43504607 -0.70833861  0.871297328
## 620 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 621 1.87492599  1.292571877 1.98778410  1.40666511 -1.260909453
## 622 0.32226027 -1.122333763 0.25489132 -1.48094267  0.948367705
## 623 0.57280365 -0.442399203 0.57959323 -0.43033945  0.657481497
## 624 0.47743003 -0.765856059 0.39907997 -1.01282542  1.096942793
## 625 0.41082707 -0.860874255 0.40989516 -0.84478919  1.132671445
## 626 7.46353946  4.611252259 6.92421883  4.41072893 -9.790885286
## 627 0.16794779 -1.858880792 0.15006789 -1.92657715  1.354956172
## 628 1.22180155  0.530821696 1.23849566  0.55233506 -0.451139600
## 629 1.28272987  0.613746261 1.25913776  0.58613626  0.335393902
## 630 1.02997233  0.262724106 1.12262698  0.39852001  0.110286679
## 631 0.84826596 -0.028108439 0.84731298 -0.02579312  0.700852507
## 632 1.49810034  0.828153067 1.35143425  0.67308234 -0.398204197
## 633 0.33854408 -0.979370194 0.34564971 -0.96118750  0.890366532
## 634 0.60276401 -0.382926452 0.64541169 -0.30489788  0.354532440
## 635 0.15970435 -1.549959102 0.14882242 -1.59522910  1.186446417
## 636 0.65891592 -0.283796438 0.61358565 -0.37290256  0.284570684
## 637 2.17468236  1.551889315 2.06715442  1.45278062 -1.617135258
## 638 0.19836137 -1.424772182 0.20728574 -1.36917299  1.040197673
## 639 0.61500644 -0.397353460 0.61977706 -0.38439374  0.656567497
## 640 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 641 1.59672364  0.948233550 1.72984611  1.07278666 -0.670373507
## 642 0.41082707 -0.860874255 0.40989516 -0.84478919  1.132671445
## 643 0.45309931 -0.551715695 0.43575380 -0.65821080  0.997324262
## 644 0.95842018  0.200036955 1.00885831  0.26745676  0.104417769
## 645 1.79120936  1.104439691 1.66717982  0.98982572 -1.034678485
## 646 0.46911374 -0.664453565 0.37076571 -1.02944825  0.921251223
## 647 0.14845607 -1.582377542 0.14267739 -1.60080654  1.287152323
## 648 0.36428268 -0.963985382 0.34304666 -1.02898030  0.623216367
## 649 0.49189240 -0.569977105 0.52867314 -0.49141611  0.704121042
## 650 0.02772456 -2.899728924 0.02692568 -2.91141323  1.162160806
## 651 1.29041799  0.627808919 1.30029853  0.63798426  0.012451654
## 652 0.14033962 -1.724020759 0.13004648 -1.74819133  1.188673706
## 653 1.22635282  0.531490834 1.23301050  0.53883667 -0.393133069
## 654 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 655 1.07472050  0.351055515 1.03712698  0.30516452 -0.114320724
## 656 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 657 0.16794779 -1.858880792 0.15006789 -1.92657715  1.354956172
## 658 1.90085373  1.192753698 1.91023813  1.19514872 -1.301829905
## 659 1.09773285  0.370370587 1.17154136  0.46584430 -0.097763732
## 660 0.15970435 -1.549959102 0.14882242 -1.59522910  1.186446417
## 661 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 662 0.10218833 -2.031596854 0.10736829 -2.00824592  1.089906141
## 663 0.89757018  0.057506198 0.87845294  0.02837484 -0.358505154
## 664 0.57280365 -0.442399203 0.57959323 -0.43033945  0.657481497
## 665 0.80688246 -0.013159987 0.83916063  0.03748187  0.257970989
## 666 0.59209284 -0.460555946 0.59642506 -0.45516823  0.296839468
## 667 4.84727679  3.061213371 4.82936172  3.05633212 -5.919014918
## 668 0.25690557 -1.181781359 0.25404830 -1.18736472  0.895990879
## 669 0.19836137 -1.424772182 0.20728574 -1.36917299  1.040197673
## 670 0.06966570 -2.111705449 0.06776117 -2.12709232  1.409863722
## 671 0.57524081 -0.554741231 0.49078379 -0.76318283  1.023807317
## 672 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 673 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 674 0.40105578 -0.877938041 0.39176450 -0.88273622  1.009944458
## 675 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 676 0.40372926 -0.992745541 0.42659427 -0.91380557  0.969079327
## 677 0.34035578 -1.032886225 0.31247521 -1.12130024  0.641421619
## 678 2.73095717  1.814138023 2.85272966  1.88400167 -1.731183746
## 679 0.34144477 -1.084997722 0.36654088 -1.01664498  0.776774972
## 680 0.60292238 -0.390361696 0.61943230 -0.36073653  0.425384209
## 681 0.43755590 -0.719835998 0.40939127 -0.77232463  1.017542912
## 682 0.40105578 -0.877938041 0.39176450 -0.88273622  1.009944458
## 683 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 684 1.86353257  1.222947913 1.87130185  1.22218440 -0.994367042
## 685 0.32138595 -1.069031739 0.25134813 -1.29549419  1.140380941
## 686 0.75808867 -0.093195867 0.75517860 -0.09265242  0.047413286
## 687 0.57098507 -0.452605851 0.54487954 -0.49241379  0.562390837
## 688 1.90085373  1.192753698 1.91023813  1.19514872 -1.301829905
## 689 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 690 0.60249778 -0.434401345 0.69608431 -0.24675831  0.461446549
## 691 0.22810096 -1.401946815 0.22926590 -1.40454420  1.192717002
## 692 0.72897814 -0.146385003 0.70307680 -0.18867009  0.394731363
## 693 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 694 0.32138595 -1.069031739 0.25134813 -1.29549419  1.140380941
## 695 0.84826596 -0.028108439 0.84731298 -0.02579312  0.700852507
## 696 6.57903818  3.772473062 7.04331969  3.90643388 -6.535511784
## 697 0.11653447 -1.741299831 0.12309298 -1.69233932  1.258712049
## 698 0.40594329 -0.772539307 0.41093126 -0.74910204  0.811186852
## 699 0.39673918 -0.981177418 0.37626704 -1.03446680  1.116553611
## 700 2.62841195  1.755622217 2.59112113  1.72762203 -1.955647617
## 701 1.49810034  0.828153067 1.35143425  0.67308234 -0.398204197
## 702 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 703 0.55485029 -0.458244959 0.58210649 -0.39638257  0.692274711
## 704 0.75835057 -0.156711604 0.66697298 -0.37353587  0.862220256
## 705 1.09658692  0.374883166 1.17389983  0.46960844  0.211352583
## 706 6.37772845  3.790923709 5.99443750  3.64300210 -5.841422421
## 707 0.83450985  0.027448633 0.82512902  0.01681747  0.153729656
## 708 1.55647536  0.877692053 1.57589690  0.89367481 -0.730907038
## 709 1.00899618  0.262959806 1.01458297  0.27048905 -0.140015665
## 710 0.15970435 -1.549959102 0.14882242 -1.59522910  1.186446417
## 711 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 712 0.14033962 -1.724020759 0.13004648 -1.74819133  1.188673706
## 713 1.78960311  1.095183768 1.65723546  0.97331651 -0.681889880
## 714 1.20570963  0.508536503 1.29620525  0.61784846  0.004157447
## 715 1.58689785  0.926901421 1.68963269  1.02933916 -1.227116543
## 716 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 717 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 718 0.95428310  0.181584293 1.03299488  0.28800997  0.304998728
## 719 1.03380721  0.298897494 1.07323608  0.34985167 -0.115406854
## 720 2.49738254  1.794805612 3.16102371  2.39411424 -2.612667280
## 721 0.50290656 -0.704572228 0.48436147 -0.74608635  0.583930974
## 722 1.59525619  0.956350149 1.71127350  1.06816678 -0.807671938
## 723 0.56915244 -0.419684123 0.63244280 -0.31609187  0.869371726
## 724 0.10074574 -2.223850452 0.09660857 -2.23737031  0.783851991
## 725 0.56730828 -0.587722410 0.64439327 -0.40962424  0.585562871
## 726 0.91789208  0.156674812 0.96052372  0.20502609  0.118466976
## 727 0.13162013 -1.892486553 0.13269397 -1.89525227  1.079699084
## 728 1.00497981  0.262782752 1.06729488  0.34285105  0.026604654
## 729 0.56915244 -0.419684123 0.63244280 -0.31609187  0.869371726
## 730 0.11653447 -1.741299831 0.12309298 -1.69233932  1.258712049
## 731 0.38679675 -1.021918208 0.39351352 -0.99386067  1.298265554
## 732 1.53601525  0.860222170 1.44825191  0.77129218 -0.833025182
## 733 0.51966798 -0.613672388 0.68349537 -0.33698934  0.643174105
## 734 1.64832218  1.043484585 1.66732476  1.06150305 -1.048427924
## 735 0.40594329 -0.772539307 0.41093126 -0.74910204  0.811186852
## 736 0.33854408 -0.979370194 0.34564971 -0.96118750  0.890366532
## 737 0.18526650 -1.780390103 0.19236688 -1.73449015  1.516748131
## 738 1.05251976  0.297098205 1.34701298  0.69976018  0.204734517
## 739 0.48610872 -0.778035684 0.50944533 -0.70590699  1.435004340
## 740 0.18526650 -1.780390103 0.19236688 -1.73449015  1.516748131
## 741 3.12664613  2.073277247 3.40262940  2.22336630 -2.635437730
## 742 0.17022432 -1.619867320 0.17756437 -1.55826029  1.044922639
## 743 0.17022432 -1.619867320 0.17756437 -1.55826029  1.044922639
## 744 0.28131626 -1.304121655 0.26841971 -1.35154884  0.639037326
## 745 0.16917420 -1.493377055 0.16420820 -1.50039223  1.261135166
## 746 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 747 0.79212784 -0.043449520 0.79191898 -0.03859234  0.270462408
## 748 0.40594329 -0.772539307 0.41093126 -0.74910204  0.811186852
## 749 0.20992475 -1.375143158 0.20291435 -1.40175521  0.875514282
## 750 0.65539604 -0.327451616 0.72697573 -0.19178010  0.737910003
## 751 0.16061369 -1.863175317 0.18262022 -1.74270710  0.936187238
## 752 0.51616002 -0.704532298 0.49629068 -0.73792564  0.597361694
## 753 0.33816458 -0.665205291 0.32098177 -0.75241036  1.144421075
## 754 1.68929507  1.030669873 1.75612934  1.09629230 -0.893028607
## 755 3.40034467  2.225739251 3.23167447  2.12070610 -2.681374301
## 756 0.43755590 -0.719835998 0.40939127 -0.77232463  1.017542912
## 757 0.77046429 -0.090373324 0.73748260 -0.14481507  0.232278179
## 758 0.16794779 -1.858880792 0.15006789 -1.92657715  1.354956172
## 759 0.16061369 -1.863175317 0.18262022 -1.74270710  0.936187238
## 760 0.95428310  0.181584293 1.03299488  0.28800997  0.304998728
## 761 1.06342871  0.337119014 1.08934611  0.36999026  0.038551780
## 762 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 763 0.41927593 -0.849873864 0.57338804 -0.56832973  0.519641157
## 764 0.45928402 -0.798747689 0.46640871 -0.78067800  0.342815835
## 765 0.60367002 -0.354879221 0.56711206 -0.41564608  0.556242566
## 766 0.39673918 -0.981177418 0.37626704 -1.03446680  1.116553611
## 767 2.49775992  1.662289982 2.62580231  1.74116387 -2.593216764
## 768 1.20570963  0.508536503 1.29620525  0.61784846  0.004157447
## 769 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 770 0.43755590 -0.719835998 0.40939127 -0.77232463  1.017542912
## 771 0.50966916 -0.708769031 0.50336519 -0.71391010  0.913425970
## 772 0.89570205  0.048416656 0.87374884  0.01344716  0.771382261
## 773 0.57397170 -0.405312988 0.55686133 -0.43128459  0.477943760
## 774 3.84942884  2.841526651 4.01167118  2.91438558 -5.696966360
## 775 0.70845712 -0.263398832 0.68726623 -0.30317781  0.662557809
## 776 0.25946527 -1.166372385 0.26100928 -1.15645969  1.107664840
## 777 0.40594329 -0.772539307 0.41093126 -0.74910204  0.811186852
## 778 2.63748968  1.976878640 3.00968127  2.26977709 -3.806997663
## 779 1.41493769  0.760556891 1.35393037  0.69088222 -0.553409183
## 780 0.12013285 -2.134657967 0.12016267 -2.12197289  1.371574987
## 781 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 782 0.97103636  0.203670627 0.98735989  0.22974779  0.029187208
## 783 0.43381574 -0.775718269 0.41500623 -0.80384915  1.040650565
## 784 0.61500644 -0.397353460 0.61977706 -0.38439374  0.656567497
## 785 0.45561815 -0.656485478 0.46999211 -0.62267033  0.651281107
## 786 0.31259678 -1.055365293 0.33640684 -0.96946603  0.978388838
## 787 0.95842018  0.200036955 1.00885831  0.26745676  0.104417769
## 788 1.84691875  1.177515766 1.88921597  1.21761883 -0.939043338
## 789 1.55036658  0.881603631 1.59940488  0.93031799 -1.239466897
## 790 1.33148165  0.673142398 1.39552026  0.75080921 -0.442566483
## 791 1.53246323  0.927141704 1.78616351  1.19867029 -0.647754448
## 792 0.95287312  0.164714771 0.90555096  0.09851576  0.280947803
## 793 2.62026062  1.821187688 2.70515522  1.88745151 -2.324855054
## 794 0.37496781 -0.957156025 0.30620713 -1.14605667  0.707945672
## 795 0.06966570 -2.111705449 0.06776117 -2.12709232  1.409863722
## 796 0.25946527 -1.166372385 0.26100928 -1.15645969  1.107664840
## 797 0.18526650 -1.780390103 0.19236688 -1.73449015  1.516748131
## 798 2.04958455  1.467087493 1.96122271  1.37960881 -1.194326940
## 799 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 800 0.52893597 -0.593175453 0.55765218 -0.53493060  1.062707322
## 801 0.14845607 -1.582377542 0.14267739 -1.60080654  1.287152323
## 802 0.43755590 -0.719835998 0.40939127 -0.77232463  1.017542912
## 803 1.20570963  0.508536503 1.29620525  0.61784846  0.004157447
## 804 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 805 1.37756554  0.713299485 1.41817314  0.75511519 -0.601029974
## 806 0.27516380 -1.107641704 0.26036838 -1.14554234  1.020813814
## 807 0.21398544 -1.453105127 0.23193794 -1.35814884  1.101526856
## 808 0.57280365 -0.442399203 0.57959323 -0.43033945  0.657481497
## 809 0.41546778 -0.755563426 0.43504607 -0.70833861  0.871297328
## 810 0.69947493 -0.233915835 0.67240869 -0.27185544  0.432251083
## 811 0.40594329 -0.772539307 0.41093126 -0.74910204  0.811186852
## 812 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 813 2.45096591  1.787744928 2.51563623  1.89211440 -1.912680565
## 814 0.91789208  0.156674812 0.96052372  0.20502609  0.118466976
## 815 0.37494938 -0.831865857 0.38727252 -0.79462496  0.735653202
## 816 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 817 0.24225453 -1.384626420 0.22001002 -1.44607044  1.281471255
## 818 0.17022432 -1.619867320 0.17756437 -1.55826029  1.044922639
## 819 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 820 0.25690557 -1.181781359 0.25404830 -1.18736472  0.895990879
## 821 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 822 1.85262522  1.173003496 1.99912175  1.29135704 -1.091521052
## 823 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 824 1.59525619  0.956350149 1.71127350  1.06816678 -0.807671938
## 825 0.39619324 -0.853520781 0.40972958 -0.80191559  0.766317471
## 826 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 827 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 828 0.89454582  0.053082731 0.96671223  0.16959956 -0.236452531
## 829 0.28131626 -1.304121655 0.26841971 -1.35154884  0.639037326
## 830 3.28647979  2.194043317 3.52120653  2.31300319 -2.356595131
## 831 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 832 0.34035578 -1.032886225 0.31247521 -1.12130024  0.641421619
## 833 0.16794779 -1.858880792 0.15006789 -1.92657715  1.354956172
## 834 0.59084683 -0.457701439 0.63883349 -0.35401304  0.308930305
## 835 0.49189240 -0.569977105 0.52867314 -0.49141611  0.704121042
## 836 1.74016683  1.060209962 1.76671511  1.08424569 -0.916754717
## 837 0.10218833 -2.031596854 0.10736829 -2.00824592  1.089906141
## 838 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 839 0.13162013 -1.892486553 0.13269397 -1.89525227  1.079699084
## 840 0.61632026 -0.466896612 0.60459615 -0.48439023  0.363355654
## 841 1.22789597  0.534241324 1.30607947  0.62566247 -0.287681230
## 842 0.21500885 -1.653620874 0.20355006 -1.67796700  1.568712857
## 843 0.14033962 -1.724020759 0.13004648 -1.74819133  1.188673706
## 844 0.39805873 -0.872456384 0.42712044 -0.80361719  0.794485143
## 845 0.52893597 -0.593175453 0.55765218 -0.53493060  1.062707322
## 846 0.12602026 -1.891769490 0.13624877 -1.80328409  1.122076559
## 847 0.59492311 -0.518319114 0.54912719 -0.62114169  1.052662237
## 848 0.41546778 -0.755563426 0.43504607 -0.70833861  0.871297328
## 849 0.24225453 -1.384626420 0.22001002 -1.44607044  1.281471255
## 850 0.40594329 -0.772539307 0.41093126 -0.74910204  0.811186852
## 851 3.97489595  2.778586859 3.82618203  2.69829347 -4.367695666
## 852 0.45438399 -0.834637107 0.39784860 -1.01325817  0.945302973
## 853 1.92615329  1.209142831 1.90022394  1.18380424 -1.560126339
## 854 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 855 0.72985839 -0.175780527 0.76746156 -0.11264940  0.287435961
## 856 0.69192029 -0.258461974 0.67885877 -0.27709283  0.740017773
## 857 0.16917420 -1.493377055 0.16420820 -1.50039223  1.261135166
## 858 0.19836137 -1.424772182 0.20728574 -1.36917299  1.040197673
## 859 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 860 0.45195277 -0.288810171 0.63861600 -0.04554383  1.081976920
## 861 0.28436704 -1.269033729 0.26514207 -1.34071448  0.624150596
## 862 0.45309931 -0.551715695 0.43575380 -0.65821080  0.997324262
## 863 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 864 0.55995041 -0.475374064 0.53556647 -0.51205202  0.763491584
## 865 0.95428310  0.181584293 1.03299488  0.28800997  0.304998728
## 866 0.37389117 -0.844938629 0.40675918 -0.75379396  0.770455747
## 867 0.37494938 -0.831865857 0.38727252 -0.79462496  0.735653202
## 868 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 869 0.24225453 -1.384626420 0.22001002 -1.44607044  1.281471255
## 870 0.57280365 -0.442399203 0.57959323 -0.43033945  0.657481497
## 871 0.32810348 -0.981749664 0.34780574 -0.92652307  0.763706432
## 872 1.78960311  1.095183768 1.65723546  0.97331651 -0.681889880
## 873 0.37389117 -0.844938629 0.40675918 -0.75379396  0.770455747
## 874 0.06966570 -2.111705449 0.06776117 -2.12709232  1.409863722
## 875 0.77046429 -0.090373324 0.73748260 -0.14481507  0.232278179
## 876 0.44575316 -0.700008309 0.40453140 -0.78320810  0.825745249
## 877 0.57524081 -0.554741231 0.49078379 -0.76318283  1.023807317
## 878 0.32023328 -0.981274390 0.34106136 -0.91398475  0.753090912
## 879 0.20992475 -1.375143158 0.20291435 -1.40175521  0.875514282
## 880 0.77852972 -0.109569110 0.87037641  0.04538748  0.131813797
## 881 1.90085373  1.192753698 1.91023813  1.19514872 -1.301829905
## 882 0.84826596 -0.028108439 0.84731298 -0.02579312  0.700852507
## 883 0.37496781 -0.957156025 0.30620713 -1.14605667  0.707945672
## 884 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 885 0.24225453 -1.384626420 0.22001002 -1.44607044  1.281471255
## 886 1.00165924  0.238041132 1.12382451  0.40438289 -0.194668793
## 887 0.95428310  0.181584293 1.03299488  0.28800997  0.304998728
## 888 1.25787589  0.583786626 1.31366598  0.65415954 -0.913570833
## 889 0.82625525  0.004989189 0.84166738  0.03301947  0.333578977
## 890 0.16917420 -1.493377055 0.16420820 -1.50039223  1.261135166
## 891 0.97743937  0.226751303 0.93704927  0.17444768 -0.083346272
## 892 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 893 0.45195277 -0.288810171 0.63861600 -0.04554383  1.081976920
## 894 0.77852972 -0.109569110 0.87037641  0.04538748  0.131813797
## 895 0.17022432 -1.619867320 0.17756437 -1.55826029  1.044922639
## 896 0.17751519 -1.689303070 0.18729796 -1.65098207  1.202139546
## 897 0.56915244 -0.419684123 0.63244280 -0.31609187  0.869371726
## 898 0.37389117 -0.844938629 0.40675918 -0.75379396  0.770455747
## 899 1.35672397  0.676937358 1.35860686  0.67878253 -0.614433695
## 900 0.24225453 -1.384626420 0.22001002 -1.44607044  1.281471255
## 901 0.84826596 -0.028108439 0.84731298 -0.02579312  0.700852507
## 902 0.40330383 -0.829064806 0.36824678 -0.92281786  0.819884743
## 903 0.79588986 -0.037345953 0.77285127 -0.06767531  0.087738497
## 904 3.73236498  2.451315134 4.04312486  2.59651250 -3.138293837
## 905 0.34035578 -1.032886225 0.31247521 -1.12130024  0.641421619
## 906 0.40372926 -0.992745541 0.42659427 -0.91380557  0.969079327
## 907 1.00165924  0.238041132 1.12382451  0.40438289 -0.194668793
## 908 1.59672364  0.948233550 1.72984611  1.07278666 -0.670373507
## 909 0.65891592 -0.283796438 0.61358565 -0.37290256  0.284570684
## 910 1.83581417  1.119326090 1.72697992  1.06733662 -0.647290989
## 911 0.07001605 -2.165295621 0.07268861 -2.14956605  1.177654287
## 912 0.14845607 -1.582377542 0.14267739 -1.60080654  1.287152323
## 913 0.37496781 -0.957156025 0.30620713 -1.14605667  0.707945672
## 914 0.14033962 -1.724020759 0.13004648 -1.74819133  1.188673706
## 915 0.59209284 -0.460555946 0.59642506 -0.45516823  0.296839468
## 916 0.17948744 -1.750384640 0.23971708 -1.54795909  1.092953377
## 917 0.45195277 -0.288810171 0.63861600 -0.04554383  1.081976920
## 918 0.16917420 -1.493377055 0.16420820 -1.50039223  1.261135166
## 919 0.16917420 -1.493377055 0.16420820 -1.50039223  1.261135166
## 920 0.59625197 -0.396213649 0.63052308 -0.32195075  0.428688055
## 921 0.65539604 -0.327451616 0.72697573 -0.19178010  0.737910003
## 922 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 923 0.31259678 -1.055365293 0.33640684 -0.96946603  0.978388838
## 924 1.40018905  0.729816992 1.49023609  0.82153603 -0.718332854
## 925 0.56129981 -0.568847772 0.57518058 -0.53616335  0.736804240
## 926 0.16917420 -1.493377055 0.16420820 -1.50039223  1.261135166
## 927 0.20148370 -1.604835540 0.27004274 -1.43493000  0.765422141
## 928 0.38284523 -0.927008414 0.28554144 -1.35391802  0.635657212
## 929 1.23819770  0.544326763 1.13998838  0.43093564 -0.395413528
## 930 0.34144477 -1.084997722 0.36654088 -1.01664498  0.776774972
## 931 0.57280365 -0.442399203 0.57959323 -0.43033945  0.657481497
## 932 4.04932227  2.573469152 4.34966085  2.71130125 -3.471497197
## 933 1.33148165  0.673142398 1.39552026  0.75080921 -0.442566483
## 934 1.36102210  0.691659436 1.40300137  0.73972125 -0.471931578
## 935 0.99472917  0.239328105 1.12132664  0.40363685  0.334605499
## 936 0.42157781 -0.676070570 0.40217908 -0.75459916  0.947982807
## 937 0.32138595 -1.069031739 0.25134813 -1.29549419  1.140380941
## 938 0.90058818  0.098200103 0.91646954  0.12055087 -0.243170393
## 939 0.94712876  0.167284391 0.98197778  0.22020353  0.198610204
## 940 1.32831492  0.675804246 1.37598799  0.73499400 -0.514310174
## 941 0.37494938 -0.831865857 0.38727252 -0.79462496  0.735653202
## 942 3.84608431  2.687794989 5.07194641  3.55237913 -5.479651196
## 943 0.32138595 -1.069031739 0.25134813 -1.29549419  1.140380941
## 944 0.60123224 -0.509249817 0.58590083 -0.53072145  0.766338871
## 945 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 946 2.61168890  1.744925607 2.68035623  1.79022158 -2.144948708
## 947 2.20125814  1.608083062 2.36530610  1.73968496 -1.107531678
## 948 0.98297830  0.191711250 1.04791291  0.29117220  0.181838857
## 949 0.96763811  0.164875825 1.05919026  0.30684926 -0.190770753
## 950 0.18526650 -1.780390103 0.19236688 -1.73449015  1.516748131
## 951 3.65663607  2.551444745 4.23131449  2.85779484 -3.296862242
## 952 0.03009308 -2.472464702 0.03000738 -2.44611223  1.388800089
## 953 0.83193656  0.013869829 0.82851851  0.01380057  0.146980220
## 954 0.25690557 -1.181781359 0.25404830 -1.18736472  0.895990879
## 955 0.72494288 -0.164245837 0.74288098 -0.12702921  0.368076820
## 956 0.65294169 -0.305528727 0.63422027 -0.32899708  0.755861697
## 957 0.49053015 -0.403035762 0.58529911 -0.29478717  0.973929370
## 958 3.73945481  2.471307930 3.86977718  2.54399251 -2.937484707
## 959 0.37494938 -0.831865857 0.38727252 -0.79462496  0.735653202
## 960 0.14033962 -1.724020759 0.13004648 -1.74819133  1.188673706

#4

DGS_IRT_4 = mirt(data = DGS_7model_4,
      model = 1, #this is for one factor
      itemtype = "gpcmIRT" #generalized partial credit model
)
## 
Iteration: 1, Log-Lik: -6628.410, Max-Change: 1.00964
Iteration: 2, Log-Lik: -6344.442, Max-Change: 1.12175
Iteration: 3, Log-Lik: -6309.132, Max-Change: 0.47730
Iteration: 4, Log-Lik: -6296.063, Max-Change: 0.36415
Iteration: 5, Log-Lik: -6289.119, Max-Change: 0.16825
Iteration: 6, Log-Lik: -6285.147, Max-Change: 0.20029
Iteration: 7, Log-Lik: -6283.764, Max-Change: 0.09493
Iteration: 8, Log-Lik: -6282.159, Max-Change: 0.08322
Iteration: 9, Log-Lik: -6281.097, Max-Change: 0.07436
Iteration: 10, Log-Lik: -6280.456, Max-Change: 0.06966
Iteration: 11, Log-Lik: -6279.917, Max-Change: 0.05962
Iteration: 12, Log-Lik: -6279.575, Max-Change: 0.04821
Iteration: 13, Log-Lik: -6279.099, Max-Change: 0.02994
Iteration: 14, Log-Lik: -6278.995, Max-Change: 0.02371
Iteration: 15, Log-Lik: -6278.931, Max-Change: 0.02050
Iteration: 16, Log-Lik: -6278.828, Max-Change: 0.01556
Iteration: 17, Log-Lik: -6278.803, Max-Change: 0.01316
Iteration: 18, Log-Lik: -6278.787, Max-Change: 0.01104
Iteration: 19, Log-Lik: -6278.745, Max-Change: 0.00142
Iteration: 20, Log-Lik: -6278.744, Max-Change: 0.00173
Iteration: 21, Log-Lik: -6278.743, Max-Change: 0.00160
Iteration: 22, Log-Lik: -6278.740, Max-Change: 0.00030
Iteration: 23, Log-Lik: -6278.740, Max-Change: 0.00013
Iteration: 24, Log-Lik: -6278.740, Max-Change: 0.00013
Iteration: 25, Log-Lik: -6278.740, Max-Change: 0.00013
Iteration: 26, Log-Lik: -6278.740, Max-Change: 0.00065
Iteration: 27, Log-Lik: -6278.740, Max-Change: 0.00021
Iteration: 28, Log-Lik: -6278.740, Max-Change: 0.00012
Iteration: 29, Log-Lik: -6278.740, Max-Change: 0.00061
Iteration: 30, Log-Lik: -6278.740, Max-Change: 0.00041
Iteration: 31, Log-Lik: -6278.740, Max-Change: 0.00012
Iteration: 32, Log-Lik: -6278.740, Max-Change: 0.00011
Iteration: 33, Log-Lik: -6278.740, Max-Change: 0.00054
Iteration: 34, Log-Lik: -6278.740, Max-Change: 0.00029
Iteration: 35, Log-Lik: -6278.740, Max-Change: 0.00016
Iteration: 36, Log-Lik: -6278.740, Max-Change: 0.00010
summary(DGS_IRT_4)
##           F1     h2
## DGS_1  0.258 0.0667
## DGS_21 0.821 0.6741
## DGS_44 0.486 0.2363
## DGS_65 0.532 0.2832
## 
## SS loadings:  1.26 
## Proportion Var:  0.315 
## 
## Factor correlations: 
## 
##    F1
## F1  1
coef(DGS_IRT_4, IRTpars = T)
## $DGS_1
##        a1     b1    b2    b3     b4    b5    b6 c
## par 0.455 -2.346 -1.53 -0.12 -0.257 0.839 2.088 0
## 
## $DGS_21
##        a1     b1     b2     b3     b4    b5    b6 c
## par 2.448 -1.716 -1.278 -0.593 -0.254 0.185 1.074 0
## 
## $DGS_44
##        a1     b1     b2     b3     b4     b5    b6 c
## par 0.947 -2.588 -2.067 -1.246 -0.955 -0.828 0.313 0
## 
## $DGS_65
##       a1     b1     b2    b3     b4    b5   b6 c
## par 1.07 -1.328 -1.586 0.212 -0.199 0.533 1.41 0
## 
## $GroupPars
##     MEAN_1 COV_11
## par      0      1
#itemplot(DGS_IRT_4, 5, type = "trace")
itemplot(DGS_IRT_4, 4, type = "info")

plot(DGS_IRT_4, type = "trace")

plot(DGS_IRT_4, type = "info")

plot(DGS_IRT_4) #expected score curve

#person fit
fscores(DGS_IRT_4) #factor score for each participants
##                  F1
##   [1,]  0.178326426
##   [2,]  0.907623152
##   [3,] -0.242821698
##   [4,] -0.410641396
##   [5,] -0.708013914
##   [6,] -0.543728438
##   [7,]  0.416150550
##   [8,] -0.134045073
##   [9,] -0.675134426
##  [10,] -0.961326910
##  [11,]  0.551877121
##  [12,] -0.056649917
##  [13,] -1.022074377
##  [14,] -0.736949271
##  [15,]  0.065291042
##  [16,]  1.442028635
##  [17,]  1.085541651
##  [18,]  0.219338486
##  [19,]  0.851722744
##  [20,] -1.603139756
##  [21,] -2.311898403
##  [22,] -0.265160334
##  [23,] -0.371646535
##  [24,]  0.118928055
##  [25,]  0.175427504
##  [26,] -1.838895364
##  [27,] -0.705343208
##  [28,] -0.167548360
##  [29,] -0.820636499
##  [30,]  0.110192861
##  [31,]  1.215969018
##  [32,]  0.905215507
##  [33,] -0.664543942
##  [34,]  0.123312683
##  [35,] -0.692185230
##  [36,] -1.458873098
##  [37,]  0.526457128
##  [38,]  0.050967681
##  [39,] -0.681573529
##  [40,] -0.516434169
##  [41,]  0.178326426
##  [42,] -0.107048711
##  [43,] -0.635968592
##  [44,] -0.116543177
##  [45,] -0.038747979
##  [46,] -0.233697422
##  [47,]  0.791611066
##  [48,]  0.506750530
##  [49,]  0.739530848
##  [50,]  0.905215507
##  [51,] -0.398931499
##  [52,]  0.646003139
##  [53,]  0.823460698
##  [54,] -0.688265080
##  [55,]  0.526457128
##  [56,] -0.494509242
##  [57,] -0.679048431
##  [58,] -0.219114418
##  [59,] -1.444727633
##  [60,] -0.207296174
##  [61,] -0.038747979
##  [62,] -0.223050919
##  [63,] -0.839347498
##  [64,]  0.419425965
##  [65,] -0.259870345
##  [66,] -0.779180424
##  [67,] -0.839347498
##  [68,]  1.326137913
##  [69,]  0.900852363
##  [70,]  1.916822455
##  [71,] -0.789935033
##  [72,] -0.740894365
##  [73,]  1.326137913
##  [74,] -1.286087554
##  [75,]  0.991456009
##  [76,] -0.167548360
##  [77,] -1.479777817
##  [78,]  0.460870488
##  [79,]  1.916822455
##  [80,] -0.481568124
##  [81,]  0.665498872
##  [82,]  0.318430618
##  [83,]  0.299263158
##  [84,] -0.334184640
##  [85,] -0.070370638
##  [86,]  0.258157114
##  [87,] -1.535481995
##  [88,] -1.832888346
##  [89,] -0.714479213
##  [90,]  0.739530848
##  [91,]  0.234771699
##  [92,] -0.468630191
##  [93,] -0.462283819
##  [94,] -0.763335217
##  [95,]  1.183054485
##  [96,] -1.532283665
##  [97,] -1.117575717
##  [98,]  0.526457128
##  [99,] -0.238898601
## [100,] -0.803275444
## [101,] -1.416133979
## [102,] -0.252042813
## [103,] -0.812541457
## [104,] -0.196597279
## [105,] -0.800455986
## [106,]  0.297569713
## [107,]  1.916822455
## [108,] -0.170114041
## [109,] -0.045524911
## [110,]  0.529939907
## [111,]  0.108643669
## [112,] -0.893213364
## [113,] -0.839347498
## [114,] -0.332807683
## [115,] -0.369152604
## [116,]  0.178326426
## [117,] -0.042869725
## [118,]  0.374078803
## [119,] -1.629416212
## [120,]  0.719159517
## [121,]  0.570327818
## [122,] -0.643764698
## [123,]  0.065291042
## [124,] -1.019399596
## [125,]  0.278603959
## [126,] -0.038747979
## [127,] -0.369152604
## [128,]  0.339688992
## [129,]  0.823460698
## [130,] -0.565705296
## [131,]  1.485114265
## [132,]  0.357518293
## [133,] -2.111610265
## [134,]  0.234771699
## [135,] -0.581199086
## [136,] -1.120312858
## [137,] -0.629315336
## [138,] -0.793910845
## [139,]  0.050967681
## [140,] -0.870300080
## [141,] -0.271586396
## [142,]  0.640231770
## [143,] -0.433788668
## [144,] -0.701416649
## [145,]  0.374078803
## [146,]  0.375841230
## [147,]  0.817037660
## [148,]  0.254982253
## [149,] -0.629315336
## [150,] -0.533256178
## [151,] -0.919221537
## [152,]  0.354349658
## [153,]  0.105832774
## [154,]  0.739530848
## [155,]  0.570327818
## [156,] -0.318672232
## [157,]  0.374078803
## [158,] -1.557213081
## [159,] -0.591704400
## [160,]  1.916822455
## [161,] -0.516434169
## [162,] -0.003957716
## [163,]  0.665498872
## [164,] -1.375807335
## [165,] -0.468630191
## [166,] -1.932986382
## [167,]  1.758447199
## [168,] -2.207639324
## [169,]  1.442028635
## [170,] -0.468630191
## [171,] -0.249516821
## [172,] -0.727675042
## [173,]  0.251975332
## [174,]  0.575868706
## [175,]  1.916822455
## [176,] -0.299109303
## [177,] -0.232302496
## [178,]  0.278603959
## [179,]  0.823460698
## [180,]  0.762356129
## [181,] -0.220512591
## [182,]  0.665498872
## [183,]  0.239396995
## [184,]  1.485114265
## [185,] -0.220512591
## [186,]  0.052480801
## [187,]  0.276928119
## [188,] -0.468630191
## [189,] -0.542354905
## [190,] -0.906789247
## [191,]  0.721305164
## [192,]  1.758447199
## [193,]  1.085541651
## [194,] -0.468630191
## [195,] -0.468630191
## [196,]  0.937441569
## [197,]  0.022675760
## [198,] -0.219114418
## [199,] -1.120312858
## [200,]  0.357518293
## [201,]  0.526457128
## [202,]  0.379046230
## [203,] -0.906789247
## [204,] -0.529390523
## [205,]  0.719159517
## [206,] -0.174089554
## [207,] -0.477709190
## [208,]  0.823460698
## [209,] -2.561826845
## [210,]  0.745655360
## [211,]  0.669274542
## [212,]  1.326137913
## [213,] -1.065370850
## [214,] -0.063388330
## [215,] -0.921842648
## [216,]  0.739530848
## [217,]  0.375841230
## [218,] -1.146132297
## [219,]  0.015487251
## [220,]  0.665498872
## [221,] -0.209840740
## [222,]  0.991456009
## [223,] -1.228547167
## [224,] -0.001264812
## [225,] -0.209840740
## [226,] -0.045524911
## [227,]  0.503126788
## [228,]  1.365809615
## [229,] -0.916336514
## [230,]  0.234771699
## [231,] -0.529390523
## [232,] -0.642380044
## [233,] -0.192640737
## [234,] -0.581199086
## [235,]  1.153416245
## [236,]  0.570327818
## [237,] -1.158847351
## [238,] -0.116543177
## [239,] -0.565705296
## [240,]  0.123312683
## [241,]  0.354349658
## [242,]  0.273888212
## [243,] -0.603480209
## [244,]  1.916822455
## [245,] -0.088098815
## [246,] -1.492889529
## [247,]  0.262967943
## [248,]  0.065291042
## [249,]  1.916822455
## [250,]  0.665498872
## [251,]  1.916822455
## [252,]  0.297569713
## [253,] -2.104175970
## [254,] -1.926538915
## [255,] -0.533256178
## [256,]  0.795685800
## [257,] -0.481568124
## [258,] -0.533256178
## [259,] -0.117973939
## [260,]  0.739530848
## [261,] -0.616267283
## [262,] -0.893213364
## [263,] -0.207296174
## [264,] -0.070370638
## [265,] -0.933929342
## [266,] -2.207639324
## [267,] -0.897258772
## [268,] -0.317293262
## [269,]  1.442028635
## [270,] -0.921842648
## [271,]  0.399214162
## [272,]  0.665498872
## [273,]  0.036723916
## [274,] -0.800707426
## [275,] -0.404047089
## [276,]  1.758447199
## [277,]  1.916822455
## [278,] -0.353683437
## [279,] -0.533256178
## [280,] -0.852795315
## [281,]  0.905215507
## [282,]  0.158833432
## [283,] -0.957231961
## [284,]  0.337959855
## [285,] -0.924465056
## [286,] -1.192049954
## [287,] -0.785961647
## [288,] -0.651558758
## [289,] -0.336684920
## [290,] -0.016713895
## [291,]  1.916822455
## [292,]  0.665498872
## [293,]  0.739530848
## [294,] -0.107048711
## [295,]  0.735593161
## [296,]  1.085541651
## [297,]  0.570327818
## [298,] -1.035889111
## [299,] -0.789935033
## [300,]  0.739530848
## [301,]  1.326137913
## [302,] -0.492019866
## [303,]  1.116325317
## [304,]  0.065291042
## [305,]  1.916822455
## [306,]  0.739530848
## [307,]  0.178326426
## [308,]  0.575868706
## [309,]  1.183054485
## [310,] -0.055193364
## [311,]  0.739530848
## [312,]  1.758447199
## [313,] -0.104442155
## [314,] -1.127571588
## [315,] -0.779180424
## [316,] -0.154184594
## [317,]  0.570327818
## [318,] -0.274240771
## [319,] -0.656848978
## [320,] -0.038747979
## [321,]  0.526457128
## [322,]  0.669479577
## [323,]  0.234771699
## [324,]  0.739530848
## [325,] -0.366658298
## [326,] -0.036086909
## [327,] -0.668700139
## [328,]  0.127705653
## [329,] -0.561832381
## [330,] -0.336684920
## [331,]  1.758447199
## [332,]  0.101480719
## [333,]  0.665498872
## [334,] -0.679048431
## [335,]  1.255711831
## [336,] -0.859403819
## [337,]  0.485362654
## [338,] -0.789935033
## [339,] -1.026225053
## [340,] -0.321176108
## [341,] -1.499471884
## [342,] -0.993140618
## [343,] -0.373019609
## [344,]  1.916822455
## [345,]  1.916822455
## [346,] -0.464771939
## [347,]  0.123312683
## [348,] -0.893213364
## [349,] -0.066284589
## [350,] -0.852795315
## [351,]  0.313618460
## [352,] -0.692185230
## [353,]  0.991456009
## [354,] -1.170480612
## [355,] -0.516434169
## [356,] -0.308150993
## [357,] -1.106102497
## [358,] -0.591704400
## [359,]  0.012778066
## [360,] -0.701416649
## [361,] -0.449348037
## [362,] -0.468630191
## [363,]  1.365809615
## [364,] -2.215734952
## [365,]  0.178326426
## [366,] -0.031811348
## [367,] -0.692185230
## [368,]  0.234771699
## [369,] -2.311898403
## [370,] -1.075239747
## [371,] -1.557213081
## [372,]  0.069578720
## [373,] -0.714479213
## [374,]  0.050967681
## [375,] -0.107048711
## [376,] -0.429930122
## [377,] -0.581199086
## [378,]  1.218928877
## [379,] -0.591704400
## [380,] -0.843355043
## [381,]  0.503126788
## [382,]  1.153416245
## [383,]  0.297569713
## [384,]  0.065291042
## [385,] -0.036086909
## [386,]  0.216383198
## [387,] -1.049864031
## [388,] -0.444236994
## [389,]  0.145508031
## [390,] -1.411450607
## [391,] -0.622912180
## [392,] -0.429930122
## [393,] -0.174089554
## [394,] -0.233697422
## [395,] -0.209840740
## [396,] -1.212359752
## [397,]  0.991456009
## [398,] -1.224173853
## [399,]  0.050967681
## [400,]  0.062529808
## [401,] -0.038747979
## [402,] -0.551349146
## [403,]  0.963087031
## [404,] -1.603139756
## [405,]  0.069578720
## [406,]  0.108643669
## [407,] -0.656848978
## [408,] -0.049897191
## [409,]  0.313618460
## [410,] -0.574822153
## [411,] -0.349811488
## [412,]  0.433244234
## [413,] -0.727675042
## [414,] -0.001264812
## [415,] -0.468630191
## [416,]  0.817037660
## [417,] -2.561826845
## [418,]  0.575868706
## [419,] -0.271586396
## [420,]  0.370882267
## [421,]  0.719159517
## [422,]  0.234771699
## [423,] -0.084034361
## [424,]  1.119090663
## [425,] -0.275490247
## [426,]  0.665498872
## [427,] -1.127571588
## [428,]  1.758447199
## [429,] -1.313239435
## [430,] -0.899869236
## [431,]  1.255711831
## [432,] -0.694714332
## [433,] -0.688265080
## [434,] -0.688265080
## [435,]  1.365809615
## [436,]  0.354349658
## [437,] -0.874328966
## [438,] -0.330306549
## [439,] -0.629315336
## [440,]  0.050967681
## [441,]  0.739530848
## [442,]  0.928097834
## [443,]  0.179924309
## [444,]  0.646003139
## [445,]  0.503126788
## [446,] -0.089417833
## [447,] -1.243254046
## [448,] -1.358771775
## [449,] -0.629315336
## [450,]  0.986844236
## [451,]  0.923670658
## [452,] -2.561826845
## [453,] -0.633210021
## [454,]  0.138075475
## [455,]  0.259653722
## [456,]  1.916822455
## [457,]  1.916822455
## [458,] -1.374170922
## [459,]  1.287536377
## [460,] -1.491165443
## [461,]  1.116325317
## [462,]  0.551877121
## [463,] -0.068920266
## [464,] -0.577321938
## [465,] -0.624294156
## [466,] -0.036086909
## [467,] -0.370525878
## [468,]  0.797933831
## [469,] -0.154184594
## [470,] -0.633210021
## [471,]  0.905215507
## [472,]  1.116325317
## [473,] -1.832888346
## [474,] -1.089342865
## [475,]  0.665498872
## [476,]  0.739530848
## [477,]  1.615322039
## [478,]  0.503126788
## [479,]  0.160417145
## [480,] -0.740894365
## [481,] -0.561832381
## [482,] -0.269067686
## [483,]  0.280281213
## [484,]  0.065291042
## [485,]  0.739530848
## [486,]  1.485114265
## [487,]  0.107095497
## [488,]  1.485114265
## [489,] -1.286087554
## [490,] -0.626804442
## [491,]  0.905215507
## [492,]  0.105832774
## [493,]  0.273888212
## [494,]  0.123312683
## [495,] -0.642380044
## [496,]  1.485114265
## [497,]  1.025552066
## [498,] -0.170114041
## [499,] -0.271586396
## [500,] -0.463653842
## [501,] -0.920399231
## [502,]  0.739530848
## [503,]  1.022953647
## [504,] -1.116069380
## [505,] -0.167548360
## [506,] -0.662023782
## [507,]  0.739530848
## [508,] -1.439984825
## [509,] -0.393588963
## [510,]  0.462560279
## [511,] -0.269067686
## [512,] -0.429930122
## [513,]  1.916822455
## [514,] -0.369152604
## [515,]  1.183054485
## [516,] -1.629416212
## [517,]  1.758447199
## [518,]  1.916822455
## [519,]  0.594577427
## [520,]  0.739530848
## [521,]  1.085541651
## [522,] -0.219114418
## [523,]  1.568190969
## [524,] -0.736949271
## [525,]  1.916822455
## [526,]  0.337959855
## [527,] -1.099149519
## [528,] -1.458873098
## [529,]  0.719159517
## [530,] -0.692185230
## [531,]  1.116325317
## [532,] -1.926538915
## [533,] -1.117575717
## [534,] -0.366658298
## [535,] -0.269067686
## [536,]  0.178326426
## [537,] -0.233697422
## [538,] -1.620502570
## [539,] -0.648932223
## [540,]  0.375841230
## [541,]  0.570327818
## [542,] -0.847365289
## [543,] -0.317293262
## [544,] -1.363354679
## [545,]  1.916822455
## [546,]  0.817037660
## [547,]  0.436550377
## [548,] -2.104175970
## [549,] -2.104175970
## [550,] -0.688265080
## [551,] -0.283538053
## [552,]  1.916822455
## [553,]  1.758447199
## [554,]  0.310521411
## [555,] -0.961326910
## [556,]  1.758447199
## [557,] -0.708013914
## [558,]  0.669274542
## [559,] -0.319797481
## [560,] -0.688265080
## [561,]  0.600196645
## [562,]  0.619172764
## [563,] -1.444727633
## [564,]  0.036723916
## [565,] -0.382115215
## [566,] -1.603139756
## [567,] -0.812541457
## [568,]  0.065291042
## [569,] -0.382115215
## [570,]  0.646003139
## [571,]  0.399214162
## [572,] -0.429930122
## [573,]  0.010071557
## [574,] -0.529390523
## [575,] -0.271586396
## [576,]  0.521070194
## [577,] -0.013644176
## [578,] -1.228547167
## [579,]  0.905215507
## [580,]  0.313618460
## [581,]  0.991456009
## [582,] -0.056649917
## [583,] -0.429930122
## [584,]  1.568190969
## [585,] -0.382115215
## [586,]  1.916822455
## [587,] -0.909404285
## [588,]  0.164883164
## [589,]  0.503126788
## [590,] -0.481568124
## [591,]  0.487235644
## [592,] -0.255957740
## [593,]  0.143934864
## [594,]  1.916822455
## [595,]  1.916822455
## [596,] -0.330306549
## [597,]  0.016980152
## [598,]  0.273888212
## [599,] -0.998461796
## [600,] -0.485427341
## [601,] -0.070370638
## [602,]  0.313618460
## [603,]  0.526457128
## [604,]  0.570327818
## [605,]  0.665498872
## [606,] -0.104442155
## [607,]  0.506563910
## [608,] -0.375512984
## [609,]  1.255711831
## [610,] -0.174089554
## [611,]  1.255711831
## [612,] -1.354197058
## [613,] -1.535481995
## [614,]  0.487235644
## [615,]  1.568190969
## [616,] -1.141860367
## [617,] -0.629315336
## [618,] -0.543728438
## [619,] -0.481568124
## [620,]  0.164883164
## [621,]  1.916822455
## [622,]  0.416150550
## [623,]  0.526457128
## [624,] -1.915599952
## [625,] -1.732384944
## [626,]  1.916822455
## [627,] -1.101874084
## [628,] -0.811385639
## [629,] -1.474957014
## [630,]  0.359265297
## [631,] -0.639865869
## [632,] -0.730215765
## [633,] -0.893213364
## [634,] -0.705343208
## [635,]  0.739530848
## [636,]  0.379046230
## [637,] -0.816531427
## [638,]  0.101480719
## [639,] -2.282778437
## [640,]  0.375841230
## [641,]  1.052728914
## [642,] -2.180881830
## [643,]  1.568190969
## [644,] -2.215734952
## [645,] -0.839347498
## [646,] -1.776071852
## [647,] -1.127571588
## [648,]  0.104286444
## [649,] -0.001264812
## [650,]  0.460870488
## [651,]  0.907623152
## [652,]  0.665498872
## [653,]  0.421231995
## [654,] -0.629315336
## [655,]  0.770588409
## [656,]  1.365809615
## [657,]  0.193461505
## [658,]  1.129674373
## [659,] -0.171526147
## [660,]  1.085541651
## [661,] -0.366658298
## [662,]  0.220967539
## [663,] -1.101874084
## [664,] -0.019392339
## [665,]  0.359265297
## [666,] -0.433788668
## [667,] -1.101874084
## [668,] -0.688265080
## [669,]  1.119090663
## [670,] -0.219114418
## [671,]  0.691149813
## [672,]  1.758447199
## [673,] -0.609871926
## [674,]  1.758447199
## [675,] -0.809830211
## [676,] -0.484056899
## [677,] -0.269067686
## [678,] -1.400467672
## [679,]  0.118928055
## [680,]  0.661731624
## [681,]  0.719159517
## [682,]  0.164883164
## [683,]  0.178326426
## [684,]  1.916822455
## [685,]  0.825747690
## [686,] -0.479079467
## [687,]  0.503126788
## [688,]  1.916822455
## [689,]  1.916822455
## [690,]  0.739530848
## [691,]  0.163296244
## [692,]  0.905215507
## [693,] -0.852795315
## [694,]  1.568190969
## [695,]  0.105832774
## [696,]  1.916822455
## [697,]  0.905215507
## [698,] -0.382115215
## [699,] -0.056649917
## [700,]  0.823460698
## [701,] -0.269067686
## [702,]  0.050967681
## [703,]  0.065291042
## [704,]  0.573899112
## [705,] -1.308741740
## [706,] -0.138194851
## [707,] -0.038747979
## [708,] -0.529390523
## [709,]  0.399214162
## [710,] -0.171526147
## [711,] -0.481568124
## [712,]  1.916822455
## [713,] -0.954592892
## [714,]  1.365809615
## [715,] -1.548971632
## [716,]  1.153416245
## [717,] -0.529390523
## [718,] -1.915599952
## [719,]  0.178326426
## [720,] -1.274452968
## [721,]  0.503126788
## [722,] -0.066284589
## [723,]  0.506750530
## [724,] -0.369152604
## [725,] -0.384607394
## [726,] -0.167548360
## [727,] -1.926538915
## [728,] -0.433788668
## [729,]  1.052728914
## [730,]  0.438373391
## [731,]  0.739530848
## [732,]  1.085541651
## [733,]  0.646003139
## [734,] -1.832888346
## [735,] -0.382115215
## [736,]  0.178326426
## [737,] -0.291213459
## [738,]  0.503126788
## [739,] -0.070370638
## [740,]  0.739530848
## [741,]  0.526457128
## [742,]  0.273888212
## [743,] -0.388471248
## [744,] -0.947609778
## [745,] -1.416133979
## [746,] -0.587824115
## [747,]  0.506750530
## [748,] -0.271586396
## [749,]  1.218928877
## [750,]  0.313618460
## [751,] -0.546223194
## [752,] -0.583700058
## [753,] -1.041649215
## [754,] -0.897258772
## [755,]  0.197996222
## [756,]  0.851722744
## [757,]  1.568190969
## [758,]  0.594577427
## [759,] -0.789935033
## [760,]  1.255711831
## [761,]  0.089734832
## [762,]  0.318430618
## [763,]  0.254982253
## [764,] -0.282153512
## [765,]  0.503126788
## [766,] -0.639865869
## [767,] -0.369152604
## [768,] -0.688265080
## [769,] -0.852795315
## [770,] -1.499471884
## [771,] -0.539860684
## [772,]  1.485114265
## [773,] -1.537245379
## [774,]  1.916822455
## [775,] -0.233697422
## [776,] -0.539860684
## [777,] -0.779180424
## [778,]  1.365809615
## [779,]  0.623046293
## [780,] -0.269067686
## [781,]  0.715269858
## [782,]  0.110192861
## [783,] -0.271586396
## [784,]  1.153416245
## [785,]  0.370882267
## [786,]  1.365809615
## [787,]  0.354349658
## [788,]  0.646003139
## [789,] -0.906789247
## [790,]  0.354349658
## [791,]  1.442028635
## [792,]  1.758447199
## [793,]  0.598199162
## [794,]  0.739530848
## [795,]  1.442028635
## [796,] -1.068073455
## [797,] -0.639865869
## [798,] -0.957231961
## [799,]  0.036723916
## [800,]  0.416150550
## [801,]  0.234771699
## [802,]  0.907623152
## [803,]  0.273888212
## [804,]  1.210608960
## [805,] -0.750323791
## [806,]  0.278603959
## [807,]  1.485114265
## [808,] -0.384607394
## [809,]  0.460870488
## [810,] -1.474957014
## [811,] -0.347178388
## [812,]  1.758447199
## [813,] -2.561826845
## [814,] -1.322256755
## [815,] -0.529390523
## [816,]  0.299263158
## [817,]  1.758447199
## [818,] -0.406537020
## [819,]  0.743477943
## [820,] -0.629315336
## [821,] -0.675134426
## [822,]  0.236412949
## [823,] -0.019392339
## [824,]  1.485114265
## [825,] -0.517805989
## [826,] -0.174089554
## [827,]  0.238185909
## [828,] -0.005439410
## [829,] -0.468630191
## [830,] -0.971118973
## [831,] -0.740894365
## [832,] -1.537245379
## [833,] -0.516434169
## [834,] -1.691681340
## [835,]  1.442028635
## [836,] -1.668184318
## [837,]  0.178326426
## [838,]  0.905215507
## [839,]  0.905215507
## [840,]  0.012778066
## [841,] -0.675134426
## [842,] -0.626804442
## [843,]  0.963087031
## [844,] -0.481568124
## [845,] -0.416990668
## [846,]  0.739530848
## [847,]  0.521070194
## [848,] -0.998461796
## [849,]  0.739530848
## [850,]  0.066812753
## [851,] -0.513942989
## [852,]  0.817037660
## [853,] -0.825929803
## [854,]  0.508459328
## [855,]  0.089734832
## [856,]  1.183054485
## [857,] -0.070370638
## [858,] -1.037484376
## [859,] -0.369152604
## [860,] -2.561826845
## [861,] -0.481568124
## [862,]  1.615322039
## [863,] -0.375512984
## [864,] -0.220512591
## [865,] -0.209840740
## [866,]  1.116325317
## [867,]  0.118928055
## [868,] -0.866274033
## [869,]  0.508459328
## [870,]  0.142496984
## [871,] -0.468630191
## [872,] -0.487916318
## [873,]  0.575868706
## [874,] -0.174089554
## [875,]  0.178326426
## [876,] -1.474957014
## [877,]  0.503126788
## [878,] -0.516434169
## [879,]  0.646003139
## [880,] -0.486545801
## [881,]  1.916822455
## [882,]  1.916822455
## [883,]  0.640231770
## [884,] -0.330306549
## [885,]  0.594577427
## [886,] -0.785961647
## [887,]  0.318599161
## [888,]  0.193461505
## [889,]  0.506563910
## [890,]  0.526457128
## [891,]  1.153416245
## [892,]  1.615322039
## [893,] -1.215576812
## [894,] -0.301754489
## [895,]  0.646003139
## [896,]  0.250321538
## [897,] -1.301076020
## [898,]  0.739530848
## [899,]  0.337959855
## [900,]  0.164883164
## [901,]  0.600196645
## [902,] -0.093475957
## [903,] -0.317293262
## [904,]  1.326137913
## [905,] -0.209840740
## [906,] -0.286051902
## [907,]  0.182829258
## [908,]  1.568190969
## [909,]  0.464227379
## [910,] -2.561826845
## [911,] -0.271586396
## [912,]  0.012778066
## [913,]  1.758447199
## [914,]  0.646003139
## [915,]  0.175427504
## [916,] -1.474957014
## [917,] -1.668184318
## [918,] -1.061183469
## [919,]  0.665498872
## [920,]  0.118928055
## [921,]  1.758447199
## [922,]  0.600196645
## [923,]  1.916822455
## [924,]  0.357518293
## [925,]  1.326137913
## [926,]  0.986844236
## [927,] -0.688265080
## [928,] -0.209840740
## [929,] -0.429930122
## [930,]  0.370882267
## [931,] -1.174785866
## [932,]  0.739530848
## [933,]  0.768566374
## [934,]  0.991456009
## [935,]  0.038080464
## [936,]  0.124871668
## [937,]  1.916822455
## [938,]  1.916822455
## [939,]  0.671357146
## [940,] -0.637106214
## [941,] -1.416133979
## [942,]  1.916822455
## [943,]  0.105832774
## [944,]  0.068055322
## [945,]  1.916822455
## [946,]  0.438373391
## [947,] -0.828508227
## [948,] -0.877069755
## [949,] -0.070370638
## [950,]  0.105832774
## [951,] -0.427441626
## [952,]  0.665498872
## [953,]  0.991456009
## [954,]  0.665498872
## [955,]  0.905215507
## [956,]  0.646003139
## [957,] -0.871730411
## [958,]  0.216383198
## [959,] -0.893213364
## [960,] -0.789935033
mirt::itemfit(DGS_IRT_4)
##     item    S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1  DGS_1 141.443      58      0.039  0.000
## 2 DGS_21  59.760      39      0.024  0.018
## 3 DGS_44  66.612      42      0.025  0.009
## 4 DGS_65  51.059      45      0.012  0.248
mirt::personfit(DGS_IRT_4)
##          outfit      z.outfit      infit     z.infit            Zh
## 1    0.09505295 -2.1157534332 0.10788110 -2.09633439   1.227535339
## 2    1.17833901  0.4767193853 1.49655297  0.79803873  -0.223453775
## 3    1.28797203  0.6234422823 1.22851175  0.54361895  -0.775152538
## 4    1.46627731  0.8454473415 1.47764107  0.85235480  -0.449464149
## 5    2.24913118  1.6138000774 1.76102662  1.15413331  -1.848763585
## 6    0.89492767  0.0528398661 1.09331329  0.35772010   0.729814899
## 7    0.43181714 -0.7495144167 0.58730854 -0.44035572   0.561433589
## 8    0.98336134  0.1924773893 0.96419085  0.16289502  -0.261259032
## 9    0.25054843 -1.4406456430 0.21174864 -1.59125346   0.725404103
## 10   0.20955346 -1.5802303672 0.22309953 -1.53556132   0.698350546
## 11   0.62591331 -0.3208963668 0.72927423 -0.15256456   0.563098879
## 12   0.23708206 -1.5081339378 0.23533395 -1.52830891   0.539409024
## 13   1.50875153  0.8801165608 1.72603952  1.11543615  -0.086999729
## 14   0.47110716 -0.7683171019 0.58587267 -0.50854762   1.311865273
## 15   0.33814245 -1.1186401714 0.30776471 -1.24471388   0.606796843
## 16   0.23400335 -1.0415841260 0.16455299 -1.09072702   1.028903872
## 17   0.55905926 -0.3922971426 0.39094040 -0.64348242   0.522157392
## 18   0.62572553 -0.3845413274 0.69460169 -0.27513336   0.507232947
## 19   1.14694252  0.4403047480 1.64413846  0.93631164   0.041382912
## 20   0.31571120 -1.2508628409 0.44083474 -0.75663221   0.671923712
## 21   0.46906486 -0.4571541893 0.57375388 -0.26137866   1.061243630
## 22   0.85285845 -0.0235448015 0.99238597  0.20668096   0.111686990
## 23   0.69843178 -0.3064774876 0.63131582 -0.42902687   0.555930762
## 24   0.61167352 -0.4334842178 0.70641173 -0.26665047   0.271689481
## 25   0.54979779 -0.5497150827 0.38195519 -0.99139834  -0.056885575
## 26   0.91348074  0.1034810388 1.07797403  0.35569048   0.158773082
## 27   0.69579592 -0.2877128020 0.77197851 -0.14784742   0.480494709
## 28   0.45619824 -0.8422541172 0.34284440 -1.15766932   0.510371613
## 29   1.25200500  0.5707375374 1.30349302  0.63683312   0.040648206
## 30   2.06669074  1.4292007203 2.68873990  1.97447600  -0.968935112
## 31   1.01953785  0.2962707145 1.28366677  0.58931523   0.362704444
## 32   0.30446426 -0.9836964417 0.31390719 -0.89091642   1.252869521
## 33   1.04464234  0.2880443464 1.19535064  0.49790882  -0.380931325
## 34   0.06888115 -2.3528635354 0.07942638 -2.32821653   1.136390029
## 35   0.31954571 -1.1979602685 0.39341558 -0.97657986   1.130791757
## 36   0.60011142 -0.5149559404 0.71577768 -0.22201659   0.724642658
## 37   0.54569195 -0.4769562397 0.84080116  0.01960230   0.631235981
## 38   0.07568873 -2.3400113370 0.10959154 -2.13683018   1.088839706
## 39   0.66083203 -0.3574861059 0.71327008 -0.25546380   0.482812069
## 40   0.36935472 -1.0765963856 0.39441507 -0.98530004   0.410372525
## 41   0.09505295 -2.1157534332 0.10788110 -2.09633439   1.227535339
## 42   0.15029845 -1.9215283974 0.11397855 -2.13998814   0.514587029
## 43   0.94880700  0.1427525719 1.08386504  0.34472039   0.538681568
## 44   1.01144196  0.2359177059 1.20933198  0.51789375   0.499727840
## 45   0.42326602 -0.9057704736 0.48048840 -0.76947831   0.552529001
## 46   0.65111018 -0.4004027457 0.62828962 -0.43956657   0.941848627
## 47   1.13591292  0.4269512577 1.04417591  0.32097414  -0.681375249
## 48   4.40531912  2.8057071456 5.06807965  3.16826234  -4.650917577
## 49   0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 50   0.30446426 -0.9836964417 0.31390719 -0.89091642   1.252869521
## 51   0.97900629  0.1835195733 1.21829688  0.52941336  -0.041510976
## 52   0.19539335 -1.3834540647 0.12009465 -1.72485604   1.246590711
## 53   0.20163772 -1.3246904794 0.12465838 -1.59264258   1.294549809
## 54   0.26060290 -1.4004970446 0.26057270 -1.39876995   1.593969445
## 55   0.54569195 -0.4769562397 0.84080116  0.01960230   0.631235981
## 56   0.43478945 -0.8958233832 0.42204955 -0.91123380   0.538341218
## 57   0.59479649 -0.4928030669 0.66710685 -0.34400466   0.166587694
## 58   0.65253366 -0.3967524990 0.85440696 -0.01609101   0.950709781
## 59   1.78963871  1.2125873060 1.82849268  1.19368543  -0.978447157
## 60   0.45477754 -0.8503173505 0.47340768 -0.79336284   0.463535165
## 61   0.42326602 -0.9057704736 0.48048840 -0.76947831   0.552529001
## 62   0.26628025 -1.4326941823 0.23178869 -1.54995812   0.932147508
## 63   0.24614039 -1.4325347686 0.33489224 -1.14371880   1.317213799
## 64   1.04143957  0.3010705670 1.30892684  0.63155031   0.102836274
## 65   1.20099232  0.5074815080 1.34699435  0.69648223  -0.477270591
## 66   0.83424710 -0.0366947674 0.95310305  0.15218072   0.443824154
## 67   0.24614039 -1.4325347686 0.33489224 -1.14371880   1.317213799
## 68   0.26047070 -1.0156518762 0.16109119 -1.16604598   0.922189158
## 69   0.57629490 -0.3768374800 0.32968610 -0.85178953   0.129840648
## 70   0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 71   0.05486297 -2.5355770302 0.05134149 -2.58988316   1.554758296
## 72   0.08116529 -2.3103112192 0.07199607 -2.39412687   1.308166528
## 73   0.26047070 -1.0156518762 0.16109119 -1.16604598   0.922189158
## 74   0.72322041 -0.2562307218 0.87032419  0.02697290   0.258628428
## 75   0.66556028 -0.2152044195 1.00305913  0.28484042   0.780899868
## 76   0.45619824 -0.8422541172 0.34284440 -1.15766932   0.510371613
## 77   0.51865488 -0.7008904682 0.71529376 -0.22012987   0.090348432
## 78   1.06695349  0.3359440531 1.71889637  1.05902424  -0.039166918
## 79   0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 80   0.05474736 -2.6352512013 0.05616045 -2.57661101   1.225132383
## 81   0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 82   0.83670623 -0.0008799501 0.93147333  0.13256624   0.454059230
## 83   1.16860099  0.4620220592 1.55266166  0.91318958  -0.201870919
## 84   0.26843097 -1.4299320591 0.32321492 -1.21451294   1.456167079
## 85   0.28539840 -1.3329503300 0.34545939 -1.14470936   1.402070995
## 86   1.75422178  1.1085085555 2.01973070  1.37991033  -1.034458051
## 87   0.45852696 -0.8468280936 0.62649465 -0.37591541   0.784002731
## 88   0.79375034 -0.0893244374 0.90325660  0.12667884   0.685120962
## 89   1.29055439  0.6207995296 1.27164556  0.59700508  -0.495618604
## 90   0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 91   0.33430613 -1.0680932749 0.47622586 -0.73124615   0.928866547
## 92   0.33663667 -1.1841673453 0.33512388 -1.16503557   0.258706579
## 93   0.79465071 -0.1227126471 0.69857584 -0.29110099   0.553183288
## 94   1.27463867  0.5999809414 1.25068095  0.57000942  -0.257515991
## 95   0.62557391 -0.2632646075 0.54537745 -0.32107087   0.562693042
## 96   0.74413905 -0.2201370452 0.52716677 -0.57949135   0.520926723
## 97   0.31797640 -1.2119801143 0.25860107 -1.39400257   0.792973556
## 98   0.54569195 -0.4769562397 0.84080116  0.01960230   0.631235981
## 99   1.28744854  0.6227220090 1.51413695  0.89783129  -0.657632026
## 100  0.42398528 -0.8816677835 0.43763089 -0.85442032   0.916849129
## 101  0.08074300 -2.4316152156 0.09404865 -2.13522344   1.139263163
## 102  0.72618795 -0.2524710065 0.92761045  0.10493236   0.501036528
## 103  1.47875316  0.8441662828 1.53160134  0.90686914  -0.507319678
## 104  1.67051862  1.0775545292 1.40113729  0.76366643  -0.876049785
## 105  2.15309998  1.5206560060 2.59154763  1.89573351  -1.923719326
## 106  0.35746490 -0.9785016806 0.23551210 -1.41872557   1.034648825
## 107  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 108  0.32492114 -1.2216330015 0.38096260 -1.04294300   1.426562981
## 109  2.23355403  1.6116282054 1.59290130  0.98522301  -1.689419662
## 110  1.16938443  0.4643614727 1.09097231  0.36634890  -0.389323149
## 111  0.32766743 -1.1355244288 0.24886577 -1.44132997   0.719308617
## 112  0.07039081 -2.3796724265 0.08572512 -2.27688508   1.515108688
## 113  0.24614039 -1.4325347686 0.33489224 -1.14371880   1.317213799
## 114  1.03891165  0.2750513020 1.17267084  0.46801241  -0.149310282
## 115  0.06955332 -2.5117125422 0.06452627 -2.51262478   0.637223746
## 116  0.09505295 -2.1157534332 0.10788110 -2.09633439   1.227535339
## 117  0.95034811  0.1447863682 0.79791514 -0.11157095  -0.054286271
## 118  0.57573850 -0.4486838034 0.68576539 -0.26335088   0.582344983
## 119  2.04360330  1.4504694629 2.40357218  1.64769168  -0.727739822
## 120  0.33998854 -0.9110844400 0.38787122 -0.77525544   1.136190682
## 121  0.22860469 -1.2822098219 0.34302354 -0.94879357   1.004718978
## 122  0.76563417 -0.1631693177 1.01315886  0.24206582   0.576415378
## 123  0.33814245 -1.1186401714 0.30776471 -1.24471388   0.606796843
## 124  1.40547061  0.7603906356 1.59794076  0.97943311  -0.863533561
## 125  0.85553704  0.0239351771 0.83772878 -0.01783207   0.571995908
## 126  0.42326602 -0.9057704736 0.48048840 -0.76947831   0.552529001
## 127  0.06955332 -2.5117125422 0.06452627 -2.51262478   0.637223746
## 128  3.13067524  2.1616363952 3.43554597  2.40683741  -3.457253848
## 129  0.20163772 -1.3246904794 0.12465838 -1.59264258   1.294549809
## 130  1.07007040  0.3234597182 1.06514724  0.31755456  -0.228160714
## 131  0.80214954  0.0507733551 1.19647593  0.51448569   0.227048273
## 132  0.58686817 -0.4303816143 0.58023003 -0.46966671   0.782485720
## 133  0.36827532 -0.8143720529 0.32757863 -0.82155095   0.975581458
## 134  0.33430613 -1.0680932749 0.47622586 -0.73124615   0.928866547
## 135  0.24930350 -1.4664549310 0.25767626 -1.41777986   0.922000208
## 136  0.27734813 -1.3499224677 0.31006107 -1.21668277   0.978514700
## 137  0.25792477 -1.4230498137 0.27146934 -1.36341264   1.107217331
## 138  0.39505426 -0.9602697758 0.52148729 -0.65005535   1.001768438
## 139  0.07568873 -2.3400113370 0.10959154 -2.13683018   1.088839706
## 140  0.98496933  0.2030056103 0.94624322  0.14191469   0.270395673
## 141  0.36222795 -1.1148586000 0.36629183 -1.08444665   1.006680133
## 142  0.63170147 -0.2991657786 1.06763834  0.34173378   0.414067833
## 143  0.22516197 -1.5915957447 0.29925592 -1.28515284   1.140508233
## 144  0.91828264  0.0971951168 0.96201649  0.16535182   0.089551224
## 145  0.57573850 -0.4486838034 0.68576539 -0.26335088   0.582344983
## 146  0.38170511 -0.8863981074 0.56108652 -0.50420549   0.847624131
## 147  0.65661865 -0.2410920756 1.05573346  0.33635262   0.448907247
## 148  0.35493410 -1.0010936110 0.39342705 -0.93581524   0.690793726
## 149  0.25792477 -1.4230498137 0.27146934 -1.36341264   1.107217331
## 150  0.45132239 -0.8470812722 0.54170512 -0.61413841   0.802398744
## 151  3.80028181  2.7133001440 3.95244809  2.82216176  -3.940193222
## 152  0.22551743 -1.3760013694 0.22506978 -1.43059242   0.789628555
## 153  0.74802903 -0.1774622794 0.82325314 -0.05889758   0.734157512
## 154  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 155  0.22860469 -1.2822098219 0.34302354 -0.94879357   1.004718978
## 156  1.23766219  0.5572248717 1.28681798  0.61964297  -0.115238992
## 157  0.57573850 -0.4486838034 0.68576539 -0.26335088   0.582344983
## 158  0.32529109 -1.2300396531 0.25937733 -1.29085163   1.312857894
## 159  0.47633975 -0.7751788392 0.51614817 -0.66962730   1.251219515
## 160  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 161  0.36935472 -1.0765963856 0.39441507 -0.98530004   0.410372525
## 162  0.91994663  0.0992293802 0.85382805 -0.01353302   0.150240168
## 163  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 164  2.86204620  2.1683577887 3.37871069  2.41431473  -2.966581227
## 165  0.33663667 -1.1841673453 0.33512388 -1.16503557   0.258706579
## 166  0.37948603 -0.9057501191 0.26191951 -1.09275835   1.139785674
## 167  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 168  0.24744765 -1.0629518089 0.17867605 -1.21171265   1.136948946
## 169  0.23400335 -1.0415841260 0.16455299 -1.09072702   1.028903872
## 170  0.33663667 -1.1841673453 0.33512388 -1.16503557   0.258706579
## 171  1.78929704  1.2069310642 1.59134171  0.98568014  -0.854186734
## 172  0.36028274 -1.0671345385 0.34534561 -1.11475222   0.341305546
## 173  0.75924740 -0.1361187661 0.73013580 -0.20504409   0.104005224
## 174  0.27996258 -1.1118548531 0.26005872 -1.19270880   0.991874553
## 175  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 176  1.36155945  0.7180707499 1.54858834  0.93662475  -0.609757290
## 177  1.40903308  0.7763347353 1.57338649  0.96565454  -0.677482193
## 178  0.85553704  0.0239351771 0.83772878 -0.01783207   0.571995908
## 179  0.20163772 -1.3246904794 0.12465838 -1.59264258   1.294549809
## 180  1.96760160  1.2349255183 1.69305841  0.99007645  -1.503305211
## 181  0.20391324 -1.6855153333 0.22465651 -1.57920157   0.968822839
## 182  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 183  0.34510806 -1.0348672629 0.24575038 -1.40621303   0.905368441
## 184  0.80214954  0.0507733551 1.19647593  0.51448569   0.227048273
## 185  0.20391324 -1.6855153333 0.22465651 -1.57920157   0.968822839
## 186  1.13442715  0.4158433354 1.39656258  0.75364708   0.180706638
## 187  1.09995097  0.3732692539 1.45088737  0.80343971  -0.231146146
## 188  0.33663667 -1.1841673453 0.33512388 -1.16503557   0.258706579
## 189  0.47238117 -0.7920878306 0.47452786 -0.77261442   0.696505897
## 190  0.17009165 -1.7535549281 0.15610744 -1.84055807   0.980964561
## 191  1.53499243  0.8526730249 1.67809198  0.98196270  -0.944986086
## 192  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 193  0.55905926 -0.3922971426 0.39094040 -0.64348242   0.522157392
## 194  0.33663667 -1.1841673453 0.33512388 -1.16503557   0.258706579
## 195  0.33663667 -1.1841673453 0.33512388 -1.16503557   0.258706579
## 196  2.78566581  1.8093443319 4.76128572  2.73866982  -2.001290402
## 197  2.81374117  2.0647063018 2.47463257  1.82002894  -1.891569272
## 198  0.65253366 -0.3967524990 0.85440696 -0.01609101   0.950709781
## 199  0.27734813 -1.3499224677 0.31006107 -1.21668277   0.978514700
## 200  0.58686817 -0.4303816143 0.58023003 -0.46966671   0.782485720
## 201  0.54569195 -0.4769562397 0.84080116  0.01960230   0.631235981
## 202  0.60759068 -0.3856571978 0.50872606 -0.61527601   0.563337670
## 203  0.17009165 -1.7535549281 0.15610744 -1.84055807   0.980964561
## 204  0.09201812 -2.2920278028 0.11160780 -2.12307962   1.374710203
## 205  0.33998854 -0.9110844400 0.38787122 -0.77525544   1.136190682
## 206  0.37691725 -1.0616496370 0.40107715 -0.98549295   0.923269624
## 207  0.44850389 -0.8616672584 0.60388038 -0.48113604   1.236997891
## 208  0.20163772 -1.3246904794 0.12465838 -1.59264258   1.294549809
## 209  0.64051953 -0.0390300423 0.90825652  0.22830408   0.924855330
## 210  0.33656970 -0.9162044354 0.37276188 -0.80208733   0.968891512
## 211  1.34213542  0.6581234449 1.19339761  0.49325274  -0.283108373
## 212  0.26047070 -1.0156518762 0.16109119 -1.16604598   0.922189158
## 213  0.67137456 -0.3350128869 0.71571864 -0.24713312   0.449768108
## 214  2.75220630  2.0429219482 2.35439299  1.72804489  -1.699729445
## 215  1.62457598  1.0046039626 1.83970999  1.23121448  -0.942491592
## 216  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 217  0.38170511 -0.8863981074 0.56108652 -0.50420549   0.847624131
## 218  1.19037652  0.4917242971 1.19641877  0.49889231  -0.146523050
## 219  0.80665900 -0.0861183935 0.77182479 -0.15523371   0.300563917
## 220  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 221  0.60901926 -0.4873466693 0.48858472 -0.75555854  -0.040228335
## 222  0.66556028 -0.2152044195 1.00305913  0.28484042   0.780899868
## 223  0.41701584 -0.9413864355 0.44397032 -0.82596836   0.807321148
## 224  0.02047936 -3.0403781499 0.02463916 -3.00419076   1.033926382
## 225  0.60901926 -0.4873466693 0.48858472 -0.75555854  -0.040228335
## 226  2.23355403  1.6116282054 1.59290130  0.98522301  -1.689419662
## 227  0.06024329 -2.1820981492 0.04236574 -2.41018573   1.174369990
## 228  1.43819124  0.7386224267 2.45433576  1.42814753  -0.251850777
## 229  2.04865836  1.4239250938 2.39689806  1.73642586  -1.093296339
## 230  0.33430613 -1.0680932749 0.47622586 -0.73124615   0.928866547
## 231  0.09201812 -2.2920278028 0.11160780 -2.12307962   1.374710203
## 232  0.34361040 -1.1316889857 0.31117734 -1.22688884   0.542416808
## 233  1.25141298  0.5748631749 1.37431956  0.73072578  -0.526757986
## 234  0.24930350 -1.4664549310 0.25767626 -1.41777986   0.922000208
## 235  3.34171178  2.1053935997 6.07388298  3.09949362  -2.460757995
## 236  0.22860469 -1.2822098219 0.34302354 -0.94879357   1.004718978
## 237  0.81427304 -0.0803722044 1.03536575  0.27648736   0.523792717
## 238  1.01144196  0.2359177059 1.20933198  0.51789375   0.499727840
## 239  1.07007040  0.3234597182 1.06514724  0.31755456  -0.228160714
## 240  0.06888115 -2.3528635354 0.07942638 -2.32821653   1.136390029
## 241  0.22551743 -1.3760013694 0.22506978 -1.43059242   0.789628555
## 242  0.83765721 -0.0046797740 1.04878911  0.29986027   0.594113713
## 243  3.45783663  2.5444396322 3.36153468  2.46490106  -3.427002246
## 244  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 245  1.57040062  0.9593945781 2.12295923  1.52339348  -1.104068499
## 246  1.15562318  0.4447553830 1.18937883  0.48835522  -0.626162939
## 247  3.33176828  2.3235966605 2.23149913  1.56477606  -1.903157494
## 248  0.33814245 -1.1186401714 0.30776471 -1.24471388   0.606796843
## 249  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 250  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 251  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 252  0.35746490 -0.9785016806 0.23551210 -1.41872557   1.034648825
## 253  0.58799737 -0.3577277259 0.66091958 -0.17810049   1.069586981
## 254  0.91045295  0.1118230923 1.03073254  0.30297884   0.609101979
## 255  0.45132239 -0.8470812722 0.54170512 -0.61413841   0.802398744
## 256  0.72933661 -0.1234964084 1.11222996  0.40208404   0.602364454
## 257  0.05474736 -2.6352512013 0.05616045 -2.57661101   1.225132383
## 258  0.45132239 -0.8470812722 0.54170512 -0.61413841   0.802398744
## 259  0.56777913 -0.5684716649 0.47438426 -0.78963341   0.517067636
## 260  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 261  0.82922490 -0.0534479932 0.88045873  0.03515236  -0.075336923
## 262  0.07039081 -2.3796724265 0.08572512 -2.27688508   1.515108688
## 263  0.45477754 -0.8503173505 0.47340768 -0.79336284   0.463535165
## 264  0.28539840 -1.3329503300 0.34545939 -1.14470936   1.402070995
## 265  1.19470178  0.4964807613 1.39879669  0.75292310  -0.827589198
## 266  0.24744765 -1.0629518089 0.17867605 -1.21171265   1.136948946
## 267  0.67377430 -0.3218539891 0.89619290  0.06314756   0.743913070
## 268  0.16951395 -1.8550556775 0.20065457 -1.67670207   1.078194472
## 269  0.23400335 -1.0415841260 0.16455299 -1.09072702   1.028903872
## 270  1.62457598  1.0046039626 1.83970999  1.23121448  -0.942491592
## 271  1.10226205  0.3793950017 1.28154026  0.60015826   0.482569423
## 272  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 273  0.60936783 -0.4542958043 0.60010992 -0.48817281   1.040962938
## 274  1.23021557  0.5428861763 1.13121735  0.41119686  -0.416857608
## 275  0.75050430 -0.2058396814 0.76360065 -0.17184847   0.145692391
## 276  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 277  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 278  1.46831318  0.8488635916 1.37564041  0.73107017  -0.804870968
## 279  0.45132239 -0.8470812722 0.54170512 -0.61413841   0.802398744
## 280  0.61180811 -0.4453207630 0.72749383 -0.22664345   0.683885393
## 281  0.30446426 -0.9836964417 0.31390719 -0.89091642   1.252869521
## 282  0.81877431 -0.0492111021 1.28148167  0.60817348  -0.042510425
## 283  0.33794022 -1.1238791967 0.40255160 -0.94605148   0.790537935
## 284  0.86929223  0.0515509154 0.87661148  0.05070790   0.716733352
## 285  1.01820660  0.2520421305 1.04734290  0.29310963   0.113292051
## 286  0.79586090 -0.1151445621 0.74833833 -0.18441143   0.477625855
## 287  0.90085337  0.0722525034 1.21747585  0.52688073   0.758634297
## 288  2.21372100  1.5899934131 2.49567995  1.82440822  -1.548577023
## 289  0.64791606 -0.4087759869 0.58786883 -0.52251119  -0.164523652
## 290  1.41881667  0.7791372503 1.69382346  1.09404797  -0.730571807
## 291  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 292  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 293  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 294  0.15029845 -1.9215283974 0.11397855 -2.13998814   0.514587029
## 295  1.43687754  0.7550825935 0.72787062 -0.12045353  -0.988002529
## 296  0.55905926 -0.3922971426 0.39094040 -0.64348242   0.522157392
## 297  0.22860469 -1.2822098219 0.34302354 -0.94879357   1.004718978
## 298  1.26422428  0.5871278353 1.47572010  0.84260816  -0.680954979
## 299  0.05486297 -2.5355770302 0.05134149 -2.58988316   1.554758296
## 300  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 301  0.26047070 -1.0156518762 0.16109119 -1.16604598   0.922189158
## 302  0.91274513  0.0799391114 0.89826995  0.06157239   0.580710152
## 303  0.65473311 -0.2225843900 0.61265587 -0.22712555   0.768494031
## 304  0.33814245 -1.1186401714 0.30776471 -1.24471388   0.606796843
## 305  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 306  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 307  0.09505295 -2.1157534332 0.10788110 -2.09633439   1.227535339
## 308  0.27996258 -1.1118548531 0.26005872 -1.19270880   0.991874553
## 309  0.62557391 -0.2632646075 0.54537745 -0.32107087   0.562693042
## 310  1.27042942  0.5971554491 1.37834796  0.73449759  -0.374807055
## 311  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 312  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 313  0.38530016 -1.0253028545 0.37149942 -1.06845335   0.921071619
## 314  0.79577933 -0.1103391658 0.90278775  0.07492667   0.250227485
## 315  0.83424710 -0.0366947674 0.95310305  0.15218072   0.443824154
## 316  0.29156416 -1.3310037958 0.25373446 -1.46365753   0.910094714
## 317  0.22860469 -1.2822098219 0.34302354 -0.94879357   1.004718978
## 318  3.07992356  2.3241218721 3.54819541  2.62341005  -3.449914080
## 319  1.14505494  0.4300302602 1.39008960  0.74397805  -0.080719774
## 320  0.42326602 -0.9057704736 0.48048840 -0.76947831   0.552529001
## 321  0.54569195 -0.4769562397 0.84080116  0.01960230   0.631235981
## 322  3.40801505  2.2228160949 3.92221153  2.49823754  -3.159675018
## 323  0.33430613 -1.0680932749 0.47622586 -0.73124615   0.928866547
## 324  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 325  0.88193700  0.0258110705 0.78947171 -0.12646862   0.350827902
## 326  0.73498665 -0.2197114644 0.70005852 -0.29181534   0.253738793
## 327  2.18081812  1.5584982717 1.97440620  1.36582142  -1.780404621
## 328  0.94840285  0.1523217918 1.24277609  0.55963702   0.271945744
## 329  0.71431337 -0.2644630168 0.62756987 -0.42758739   0.340345457
## 330  0.64791606 -0.4087759869 0.58786883 -0.52251119  -0.164523652
## 331  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 332  0.84196675 -0.0175601337 0.73951726 -0.20706569   0.229087521
## 333  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 334  0.59479649 -0.4928030669 0.66710685 -0.34400466   0.166587694
## 335  2.29069005  1.4332825188 4.09962670  2.28678251  -1.216458933
## 336  1.00210338  0.2284203190 0.79343145 -0.10854497  -0.030536588
## 337  0.43548458 -0.7224944353 0.38861918 -0.86342426   0.738827802
## 338  0.05486297 -2.5355770302 0.05134149 -2.58988316   1.554758296
## 339  0.64297009 -0.3877576219 0.54070517 -0.60422270   0.737309173
## 340  0.21347619 -1.6500074780 0.26347282 -1.42202215   0.583815209
## 341  2.84232256  2.1533197846 3.37469565  2.36997120  -2.321547994
## 342  2.77137067  2.0271367178 2.07399252  1.45410548  -2.776463142
## 343  0.89809201  0.0528591920 1.11105644  0.38220776  -0.309551493
## 344  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 345  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 346  0.40458636 -0.9821979380 0.56279473 -0.57085366   0.367855169
## 347  0.06888115 -2.3528635354 0.07942638 -2.32821653   1.136390029
## 348  0.07039081 -2.3796724265 0.08572512 -2.27688508   1.515108688
## 349  0.67194022 -0.3437702927 0.69767680 -0.29785800   1.005658629
## 350  0.61180811 -0.4453207630 0.72749383 -0.22664345   0.683885393
## 351  0.35600294 -0.9767770109 0.36177818 -1.00281327   0.826781774
## 352  0.31954571 -1.1979602685 0.39341558 -0.97657986   1.130791757
## 353  0.66556028 -0.2152044195 1.00305913  0.28484042   0.780899868
## 354  0.19153194 -1.7067055080 0.11192719 -2.08056682   1.218588464
## 355  0.36935472 -1.0765963856 0.39441507 -0.98530004   0.410372525
## 356  0.84141815 -0.0436831257 0.85107205 -0.02072329  -0.025248092
## 357  0.69114518 -0.3005519333 0.88405221  0.04463462   0.642000148
## 358  0.47633975 -0.7751788392 0.51614817 -0.66962730   1.251219515
## 359  0.27643426 -1.3383568364 0.23730740 -1.50946228   0.545948674
## 360  0.91828264  0.0971951168 0.96201649  0.16535182   0.089551224
## 361  1.41151761  0.7783052910 1.29436771  0.62808752  -0.596366297
## 362  0.33663667 -1.1841673453 0.33512388 -1.16503557   0.258706579
## 363  1.43819124  0.7386224267 2.45433576  1.42814753  -0.251850777
## 364  1.15089344  0.4508914891 1.56959704  0.84778190  -0.078246473
## 365  0.09505295 -2.1157534332 0.10788110 -2.09633439   1.227535339
## 366  2.36292148  1.7207428348 2.43323276  1.79227447  -2.016776336
## 367  0.31954571 -1.1979602685 0.39341558 -0.97657986   1.130791757
## 368  0.33430613 -1.0680932749 0.47622586 -0.73124615   0.928866547
## 369  0.46906486 -0.4571541893 0.57375388 -0.26137866   1.061243630
## 370  0.66486861 -0.3486602543 0.66892401 -0.33598988   0.382937915
## 371  0.32529109 -1.2300396531 0.25937733 -1.29085163   1.312857894
## 372  0.25119525 -1.4081712676 0.37227863 -1.04428989   1.112500026
## 373  1.29055439  0.6207995296 1.27164556  0.59700508  -0.495618604
## 374  0.07568873 -2.3400113370 0.10959154 -2.13683018   1.088839706
## 375  0.15029845 -1.9215283974 0.11397855 -2.13998814   0.514587029
## 376  0.18127571 -1.7880175188 0.21081693 -1.62068962   1.625594271
## 377  0.24930350 -1.4664549310 0.25767626 -1.41777986   0.922000208
## 378  0.55368104 -0.3832448960 0.69954949 -0.07560549   0.447592119
## 379  0.47633975 -0.7751788392 0.51614817 -0.66962730   1.251219515
## 380  0.12469916 -1.9966460035 0.15265079 -1.85953734   1.222275531
## 381  0.06024329 -2.1820981492 0.04236574 -2.41018573   1.174369990
## 382  3.34171178  2.1053935997 6.07388298  3.09949362  -2.460757995
## 383  0.35746490 -0.9785016806 0.23551210 -1.41872557   1.034648825
## 384  0.33814245 -1.1186401714 0.30776471 -1.24471388   0.606796843
## 385  0.73498665 -0.2197114644 0.70005852 -0.29181534   0.253738793
## 386  0.59528886 -0.4454793402 0.63118713 -0.39791298   0.876194589
## 387  0.42948893 -0.8762006071 0.55635414 -0.56908410   1.202105684
## 388  1.31578573  0.6586946168 1.43902872  0.80611022   0.083008059
## 389  1.43510334  0.7866740806 1.45254977  0.81511550  -0.869324722
## 390  0.50462441 -0.7354064187 0.66732298 -0.31738643   0.572408688
## 391  0.63629996 -0.4123989265 0.71361361 -0.25643229   0.529095113
## 392  0.18127571 -1.7880175188 0.21081693 -1.62068962   1.625594271
## 393  0.37691725 -1.0616496370 0.40107715 -0.98549295   0.923269624
## 394  0.65111018 -0.4004027457 0.62828962 -0.43956657   0.941848627
## 395  0.60901926 -0.4873466693 0.48858472 -0.75555854  -0.040228335
## 396  1.18344450  0.4827804178 1.51196746  0.88115435   0.107354483
## 397  0.66556028 -0.2152044195 1.00305913  0.28484042   0.780899868
## 398  0.30224177 -1.2888933308 0.28463148 -1.29241619   1.131493837
## 399  0.07568873 -2.3400113370 0.10959154 -2.13683018   1.088839706
## 400  1.25191891  0.5703680470 0.84712912 -0.02146062  -0.790689751
## 401  0.42326602 -0.9057704736 0.48048840 -0.76947831   0.552529001
## 402  1.54519679  0.9317085590 1.68328569  1.07742099  -0.770728882
## 403  1.25161323  0.5582610861 1.19582575  0.49918212  -0.381545280
## 404  0.31571120 -1.2508628409 0.44083474 -0.75663221   0.671923712
## 405  0.25119525 -1.4081712676 0.37227863 -1.04428989   1.112500026
## 406  0.32766743 -1.1355244288 0.24886577 -1.44132997   0.719308617
## 407  1.14505494  0.4300302602 1.39008960  0.74397805  -0.080719774
## 408  0.64261635 -0.4002824733 0.48126932 -0.76846825   0.498573395
## 409  0.35600294 -0.9767770109 0.36177818 -1.00281327   0.826781774
## 410  0.39746152 -0.9858505888 0.35029111 -1.10907111   0.855704419
## 411  1.42360102  0.7948711996 1.30325333  0.64044884  -0.313703228
## 412  0.78420142 -0.0696095790 0.68163793 -0.25855098   0.132287600
## 413  0.36028274 -1.0671345385 0.34534561 -1.11475222   0.341305546
## 414  0.02047936 -3.0403781499 0.02463916 -3.00419076   1.033926382
## 415  0.33663667 -1.1841673453 0.33512388 -1.16503557   0.258706579
## 416  0.65661865 -0.2410920756 1.05573346  0.33635262   0.448907247
## 417  0.64051953 -0.0390300423 0.90825652  0.22830408   0.924855330
## 418  0.27996258 -1.1118548531 0.26005872 -1.19270880   0.991874553
## 419  0.36222795 -1.1148586000 0.36629183 -1.08444665   1.006680133
## 420  0.55803879 -0.4848669949 0.34119593 -1.03902824   0.351279476
## 421  0.33998854 -0.9110844400 0.38787122 -0.77525544   1.136190682
## 422  0.33430613 -1.0680932749 0.47622586 -0.73124615   0.928866547
## 423  1.07989616  0.3377453519 1.12205470  0.39762650  -0.244647364
## 424  1.08532253  0.3714531608 1.68706384  0.94533248   0.044499276
## 425  0.78479804 -0.1438552260 0.74169440 -0.21570029   0.409399291
## 426  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 427  0.79577933 -0.1103391658 0.90278775  0.07492667   0.250227485
## 428  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 429  0.63046946 -0.4440885821 0.57516282 -0.51363579   0.686453144
## 430  1.34995155  0.6921489454 1.44327523  0.80544483  -1.075698565
## 431  2.29069005  1.4332825188 4.09962670  2.28678251  -1.216458933
## 432  0.46625790 -0.7855241250 0.43075014 -0.87557845   0.144567152
## 433  0.26060290 -1.4004970446 0.26057270 -1.39876995   1.593969445
## 434  0.26060290 -1.4004970446 0.26057270 -1.39876995   1.593969445
## 435  1.43819124  0.7386224267 2.45433576  1.42814753  -0.251850777
## 436  0.22551743 -1.3760013694 0.22506978 -1.43059242   0.789628555
## 437  1.52873518  0.8997356886 1.75627077  1.14729542  -0.532266847
## 438  0.58564048 -0.5417364377 0.58194295 -0.53568398   1.058952251
## 439  0.25792477 -1.4230498137 0.27146934 -1.36341264   1.107217331
## 440  0.07568873 -2.3400113370 0.10959154 -2.13683018   1.088839706
## 441  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 442  0.67640593 -0.2013679234 0.72656203 -0.08877273   0.355851114
## 443  0.88463372  0.0588706312 1.22791645  0.53954237  -0.028717618
## 444  0.19539335 -1.3834540647 0.12009465 -1.72485604   1.246590711
## 445  0.06024329 -2.1820981492 0.04236574 -2.41018573   1.174369990
## 446  0.77666608 -0.1490023004 1.02647015  0.25860234   0.038319227
## 447  0.24708312 -1.4935069602 0.24311498 -1.43913125   0.504380809
## 448  0.27940602 -1.3944270459 0.34619742 -1.07479065   0.605459944
## 449  0.25792477 -1.4230498137 0.27146934 -1.36341264   1.107217331
## 450  0.68387207 -0.1855115065 0.54136420 -0.37775325   0.109226127
## 451  1.58031511  0.8896036778 0.76050207 -0.03961469  -0.882746543
## 452  0.64051953 -0.0390300423 0.90825652  0.22830408   0.924855330
## 453  0.89815602  0.0621426536 1.04174132  0.28406374   0.325435707
## 454  0.64334587 -0.3667154571 0.61739076 -0.43894864   0.018331512
## 455  1.27480833  0.5930436111 1.67504687  1.04670167  -0.156409216
## 456  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 457  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 458  0.57653157 -0.5654312527 0.53315763 -0.59687044   0.547871588
## 459  0.98128121  0.2538476781 1.28881654  0.59438424   0.182670717
## 460  0.44166116 -0.8954339000 0.40125215 -0.88937078   1.072748478
## 461  0.65473311 -0.2225843900 0.61265587 -0.22712555   0.768494031
## 462  0.62591331 -0.3208963668 0.72927423 -0.15256456   0.563098879
## 463  1.61451061  1.0068946670 1.80963617  1.21786744  -1.120296042
## 464  0.33980671 -1.1557754135 0.46600473 -0.79157279   1.026739669
## 465  1.69970546  1.0963850538 1.39980945  0.75605661  -1.090908719
## 466  0.73498665 -0.2197114644 0.70005852 -0.29181534   0.253738793
## 467  1.79756937  1.2160035862 2.16129985  1.55528108  -1.373289356
## 468  1.20351483  0.5049980141 1.09659015  0.38388919  -0.687946356
## 469  0.29156416 -1.3310037958 0.25373446 -1.46365753   0.910094714
## 470  0.89815602  0.0621426536 1.04174132  0.28406374   0.325435707
## 471  0.30446426 -0.9836964417 0.31390719 -0.89091642   1.252869521
## 472  0.65473311 -0.2225843900 0.61265587 -0.22712555   0.768494031
## 473  0.79375034 -0.0893244374 0.90325660  0.12667884   0.685120962
## 474  1.69327789  1.0856658698 1.80458141  1.19462117  -0.908375326
## 475  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 476  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 477  0.40806231 -0.5292547834 0.41250345 -0.41603739   0.777964494
## 478  0.06024329 -2.1820981492 0.04236574 -2.41018573   1.174369990
## 479  0.56713993 -0.5164128844 0.56282100 -0.55043966   0.771254791
## 480  0.08116529 -2.3103112192 0.07199607 -2.39412687   1.308166528
## 481  0.71431337 -0.2644630168 0.62756987 -0.42758739   0.340345457
## 482  0.08369668 -2.3909066716 0.06171083 -2.55153107   0.990845296
## 483  3.73553978  2.5600504596 4.39942078  2.99819138  -4.402514893
## 484  0.33814245 -1.1186401714 0.30776471 -1.24471388   0.606796843
## 485  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 486  0.80214954  0.0507733551 1.19647593  0.51448569   0.227048273
## 487  1.54850890  0.9167958543 1.72208959  1.11412010  -0.622662053
## 488  0.80214954  0.0507733551 1.19647593  0.51448569   0.227048273
## 489  0.72322041 -0.2562307218 0.87032419  0.02697290   0.258628428
## 490  0.24425195 -1.4754338620 0.18991861 -1.69065293   0.521917236
## 491  0.30446426 -0.9836964417 0.31390719 -0.89091642   1.252869521
## 492  0.74802903 -0.1774622794 0.82325314 -0.05889758   0.734157512
## 493  0.83765721 -0.0046797740 1.04878911  0.29986027   0.594113713
## 494  0.06888115 -2.3528635354 0.07942638 -2.32821653   1.136390029
## 495  0.34361040 -1.1316889857 0.31117734 -1.22688884   0.542416808
## 496  0.80214954  0.0507733551 1.19647593  0.51448569   0.227048273
## 497  1.83451973  1.1100291948 3.05729408  1.87428264  -0.847189579
## 498  0.32492114 -1.2216330015 0.38096260 -1.04294300   1.426562981
## 499  0.36222795 -1.1148586000 0.36629183 -1.08444665   1.006680133
## 500  2.78282674  2.0898878457 2.54338783  1.87675929  -2.610950908
## 501  0.93376223  0.1250335668 0.89413627  0.05989822   0.571344425
## 502  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 503  0.57289987 -0.3733365366 0.50150136 -0.44104083   0.747683550
## 504  0.65260703 -0.3771383012 0.83454763 -0.03667109   0.459758048
## 505  0.45619824 -0.8422541172 0.34284440 -1.15766932   0.510371613
## 506  0.88805577  0.0470739004 0.81376560 -0.07565955   0.110027489
## 507  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 508  2.46129024  1.8468960970 2.76939286  1.97852531  -1.960825034
## 509  2.91847574  2.2018421911 2.88400177  2.14844746  -2.518868875
## 510  1.56401684  0.8964091649 2.08394270  1.38635720  -0.177296326
## 511  0.08369668 -2.3909066716 0.06171083 -2.55153107   0.990845296
## 512  0.18127571 -1.7880175188 0.21081693 -1.62068962   1.625594271
## 513  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 514  0.06955332 -2.5117125422 0.06452627 -2.51262478   0.637223746
## 515  0.62557391 -0.2632646075 0.54537745 -0.32107087   0.562693042
## 516  2.04360330  1.4504694629 2.40357218  1.64769168  -0.727739822
## 517  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 518  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 519  0.23320779 -1.2590898181 0.29879388 -1.06343400   0.816965272
## 520  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 521  0.55905926 -0.3922971426 0.39094040 -0.64348242   0.522157392
## 522  0.65253366 -0.3967524990 0.85440696 -0.01609101   0.950709781
## 523  0.51334536 -0.3572532089 0.84273665  0.16732132   0.744887295
## 524  0.47110716 -0.7683171019 0.58587267 -0.50854762   1.311865273
## 525  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 526  0.86929223  0.0515509154 0.87661148  0.05070790   0.716733352
## 527  0.79244945 -0.1140989335 0.66392633 -0.34527033  -0.168502808
## 528  0.60011142 -0.5149559404 0.71577768 -0.22201659   0.724642658
## 529  0.33998854 -0.9110844400 0.38787122 -0.77525544   1.136190682
## 530  0.31954571 -1.1979602685 0.39341558 -0.97657986   1.130791757
## 531  0.65473311 -0.2225843900 0.61265587 -0.22712555   0.768494031
## 532  0.91045295  0.1118230923 1.03073254  0.30297884   0.609101979
## 533  0.31797640 -1.2119801143 0.25860107 -1.39400257   0.792973556
## 534  0.88193700  0.0258110705 0.78947171 -0.12646862   0.350827902
## 535  0.08369668 -2.3909066716 0.06171083 -2.55153107   0.990845296
## 536  0.09505295 -2.1157534332 0.10788110 -2.09633439   1.227535339
## 537  0.65111018 -0.4004027457 0.62828962 -0.43956657   0.941848627
## 538  0.35540366 -1.1200995462 0.30929465 -1.10308772   1.323841053
## 539  2.17347856  1.5544879298 2.06500765  1.45148132  -1.345326005
## 540  0.38170511 -0.8863981074 0.56108652 -0.50420549   0.847624131
## 541  0.22860469 -1.2822098219 0.34302354 -0.94879357   1.004718978
## 542  1.19329422  0.4946204517 1.61486127  0.99849962   0.107656323
## 543  0.16951395 -1.8550556775 0.20065457 -1.67670207   1.078194472
## 544  1.71370451  1.1296124118 2.30969669  1.63624250  -1.306801574
## 545  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 546  0.65661865 -0.2410920756 1.05573346  0.33635262   0.448907247
## 547  1.02240391  0.2765947222 1.39511979  0.72849346  -0.088867304
## 548  0.58799737 -0.3577277259 0.66091958 -0.17810049   1.069586981
## 549  0.58799737 -0.3577277259 0.66091958 -0.17810049   1.069586981
## 550  0.26060290 -1.4004970446 0.26057270 -1.39876995   1.593969445
## 551  1.92022736  1.3418541994 2.16492828  1.56265610  -1.427325922
## 552  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 553  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 554  0.55219114 -0.5112168169 0.36619875 -0.99153731   0.193063724
## 555  0.20955346 -1.5802303672 0.22309953 -1.53556132   0.698350546
## 556  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 557  2.24913118  1.6138000774 1.76102662  1.15413331  -1.848763585
## 558  1.34213542  0.6581234449 1.19339761  0.49325274  -0.283108373
## 559  0.66528237 -0.3733539281 0.79990372 -0.10913914   0.564956930
## 560  0.26060290 -1.4004970446 0.26057270 -1.39876995   1.593969445
## 561  1.26135466  0.5707324529 1.99344370  1.27673823   0.002456936
## 562  1.58535937  0.9060313828 2.48968769  1.65386522  -0.911300396
## 563  1.78963871  1.2125873060 1.82849268  1.19368543  -0.978447157
## 564  0.60936783 -0.4542958043 0.60010992 -0.48817281   1.040962938
## 565  0.12186433 -2.1188338230 0.11686494 -2.11038324   1.508575763
## 566  0.31571120 -1.2508628409 0.44083474 -0.75663221   0.671923712
## 567  1.47875316  0.8441662828 1.53160134  0.90686914  -0.507319678
## 568  0.33814245 -1.1186401714 0.30776471 -1.24471388   0.606796843
## 569  0.12186433 -2.1188338230 0.11686494 -2.11038324   1.508575763
## 570  0.19539335 -1.3834540647 0.12009465 -1.72485604   1.246590711
## 571  1.10226205  0.3793950017 1.28154026  0.60015826   0.482569423
## 572  0.18127571 -1.7880175188 0.21081693 -1.62068962   1.625594271
## 573  1.36581973  0.7139515553 1.07909632  0.33688471  -0.804095552
## 574  0.09201812 -2.2920278028 0.11160780 -2.12307962   1.374710203
## 575  0.36222795 -1.1148586000 0.36629183 -1.08444665   1.006680133
## 576  0.78589243 -0.0567811072 0.52399414 -0.53930754   0.136087858
## 577  4.88251516  3.3578786479 4.13819286  2.97598580  -4.277298366
## 578  0.41701584 -0.9413864355 0.44397032 -0.82596836   0.807321148
## 579  0.30446426 -0.9836964417 0.31390719 -0.89091642   1.252869521
## 580  0.35600294 -0.9767770109 0.36177818 -1.00281327   0.826781774
## 581  0.66556028 -0.2152044195 1.00305913  0.28484042   0.780899868
## 582  0.23708206 -1.5081339378 0.23533395 -1.52830891   0.539409024
## 583  0.18127571 -1.7880175188 0.21081693 -1.62068962   1.625594271
## 584  0.51334536 -0.3572532089 0.84273665  0.16732132   0.744887295
## 585  0.12186433 -2.1188338230 0.11686494 -2.11038324   1.508575763
## 586  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 587  1.19495243  0.4967818563 1.02754234  0.26429378  -0.244777909
## 588  1.45865144  0.8117513369 1.76165487  1.14806286  -0.088488431
## 589  0.06024329 -2.1820981492 0.04236574 -2.41018573   1.174369990
## 590  0.05474736 -2.6352512013 0.05616045 -2.57661101   1.225132383
## 591  2.52628583  1.7016834577 2.90473950  1.99226639  -1.851493239
## 592  0.33818925 -1.1887166722 0.31915552 -1.23216659   0.483424988
## 593  1.38719586  0.7315312649 1.82314924  1.21267310  -0.100555049
## 594  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 595  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 596  0.58564048 -0.5417364377 0.58194295 -0.53568398   1.058952251
## 597  0.63886600 -0.3976028342 0.97215360  0.17777035   0.570081159
## 598  0.83765721 -0.0046797740 1.04878911  0.29986027   0.594113713
## 599  0.28485073 -1.2999938708 0.36174676 -1.06111314   1.352187254
## 600  0.86123406 -0.0058053492 1.12320492  0.39961295   0.294963232
## 601  0.28539840 -1.3329503300 0.34545939 -1.14470936   1.402070995
## 602  0.35600294 -0.9767770109 0.36177818 -1.00281327   0.826781774
## 603  0.54569195 -0.4769562397 0.84080116  0.01960230   0.631235981
## 604  0.22860469 -1.2822098219 0.34302354 -0.94879357   1.004718978
## 605  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 606  0.38530016 -1.0253028545 0.37149942 -1.06845335   0.921071619
## 607  0.80260781 -0.0323707482 0.72605886 -0.16664086   0.549758958
## 608  1.43811047  0.8122348203 1.35236018  0.70198542  -0.258856883
## 609  2.29069005  1.4332825188 4.09962670  2.28678251  -1.216458933
## 610  0.37691725 -1.0616496370 0.40107715 -0.98549295   0.923269624
## 611  2.29069005  1.4332825188 4.09962670  2.28678251  -1.216458933
## 612  0.16469873 -1.8845948418 0.18617458 -1.65003612   0.937437212
## 613  0.45852696 -0.8468280936 0.62649465 -0.37591541   0.784002731
## 614  2.52628583  1.7016834577 2.90473950  1.99226639  -1.851493239
## 615  0.51334536 -0.3572532089 0.84273665  0.16732132   0.744887295
## 616  1.82914220  1.2308613539 2.05918629  1.43733030  -1.053773033
## 617  0.25792477 -1.4230498137 0.27146934 -1.36341264   1.107217331
## 618  0.89492767  0.0528398661 1.09331329  0.35772010   0.729814899
## 619  0.05474736 -2.6352512013 0.05616045 -2.57661101   1.225132383
## 620  1.45865144  0.8117513369 1.76165487  1.14806286  -0.088488431
## 621  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 622  0.43181714 -0.7495144167 0.58730854 -0.44035572   0.561433589
## 623  0.54569195 -0.4769562397 0.84080116  0.01960230   0.631235981
## 624  0.90420564  0.1007897360 1.02262048  0.29208012   0.255177514
## 625  0.99821661  0.2210647079 0.91687530  0.13398496   0.509344802
## 626  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 627  0.81168980 -0.0808154464 1.06840895  0.32364272   0.765012153
## 628  5.66666810  3.7054811921 4.72022738  3.25569824  -6.617273041
## 629  0.13523311 -2.0529580823 0.17975113 -1.63740792   1.121892114
## 630  0.71509267 -0.1945871597 0.82895435 -0.02195133   0.419872099
## 631  0.26380859 -1.3990011120 0.23814170 -1.48699059   1.389114595
## 632  0.63801438 -0.3988011352 0.68278352 -0.31234236   0.706729190
## 633  0.07039081 -2.3796724265 0.08572512 -2.27688508   1.515108688
## 634  0.69579592 -0.2877128020 0.77197851 -0.14784742   0.480494709
## 635  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 636  0.60759068 -0.3856571978 0.50872606 -0.61527601   0.563337670
## 637  1.89735237  1.2828202375 2.00286792  1.38943068  -1.433278063
## 638  0.84196675 -0.0175601337 0.73951726 -0.20706569   0.229087521
## 639  0.85398138  0.1143153281 1.11965941  0.42679372   0.105290316
## 640  0.38170511 -0.8863981074 0.56108652 -0.50420549   0.847624131
## 641  1.67535859  0.9713164925 2.00081749  1.19567839  -0.839427189
## 642  0.60142511 -0.2970795442 0.72194466 -0.06898503   0.170371294
## 643  0.51334536 -0.3572532089 0.84273665  0.16732132   0.744887295
## 644  1.15089344  0.4508914891 1.56959704  0.84778190  -0.078246473
## 645  0.24614039 -1.4325347686 0.33489224 -1.14371880   1.317213799
## 646  0.60736900 -0.4487261007 0.49631636 -0.57431017   0.767069143
## 647  0.79577933 -0.1103391658 0.90278775  0.07492667   0.250227485
## 648  0.34028528 -1.0987066845 0.52246178 -0.65072219   0.746474426
## 649  0.02047936 -3.0403781499 0.02463916 -3.00419076   1.033926382
## 650  1.06695349  0.3359440531 1.71889637  1.05902424  -0.039166918
## 651  1.17833901  0.4767193853 1.49655297  0.79803873  -0.223453775
## 652  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 653  0.46836086 -0.6636427285 0.43243694 -0.77814799   0.543759505
## 654  0.25792477 -1.4230498137 0.27146934 -1.36341264   1.107217331
## 655  2.01539973  1.2731350314 2.03203884  1.27115116  -0.796786994
## 656  1.43819124  0.7386224267 2.45433576  1.42814753  -0.251850777
## 657  0.68391089 -0.2792879386 0.63506610 -0.39422426   0.121141828
## 658  5.29342564  3.0327107277 3.27307979  1.95229260  -3.184254478
## 659  0.53057045 -0.6597363345 0.69537135 -0.30477582   0.544471790
## 660  0.55905926 -0.3922971426 0.39094040 -0.64348242   0.522157392
## 661  0.88193700  0.0258110705 0.78947171 -0.12646862   0.350827902
## 662  1.05374612  0.3092476963 1.13946639  0.42303853   0.496174216
## 663  0.81168980 -0.0808154464 1.06840895  0.32364272   0.765012153
## 664  0.57572290 -0.5357604968 0.80093134 -0.10527559   1.020461412
## 665  0.71509267 -0.1945871597 0.82895435 -0.02195133   0.419872099
## 666  0.22516197 -1.5915957447 0.29925592 -1.28515284   1.140508233
## 667  0.81168980 -0.0808154464 1.06840895  0.32364272   0.765012153
## 668  0.26060290 -1.4004970446 0.26057270 -1.39876995   1.593969445
## 669  1.08532253  0.3714531608 1.68706384  0.94533248   0.044499276
## 670  0.65253366 -0.3967524990 0.85440696 -0.01609101   0.950709781
## 671  1.02396407  0.2882622540 1.48080113  0.79866471  -0.183339737
## 672  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 673  0.96805776  0.1717472222 0.99233758  0.21057565   0.011386274
## 674  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 675  1.03009173  0.2690562023 0.86508252  0.01231851  -0.304306170
## 676  1.00212698  0.2207475340 0.87543791  0.02402726  -0.409450378
## 677  0.08369668 -2.3909066716 0.06171083 -2.55153107   0.990845296
## 678  0.53268098 -0.6675235532 0.63273087 -0.38558794   0.748827356
## 679  0.61167352 -0.4334842178 0.70641173 -0.26665047   0.271689481
## 680  1.47621880  0.7969260310 0.87678840  0.09006282  -1.271640610
## 681  0.33998854 -0.9110844400 0.38787122 -0.77525544   1.136190682
## 682  1.45865144  0.8117513369 1.76165487  1.14806286  -0.088488431
## 683  0.09505295 -2.1157534332 0.10788110 -2.09633439   1.227535339
## 684  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 685  1.82287332  1.1101378737 2.63383032  1.68532313  -1.034430283
## 686  0.55003143 -0.6136663231 0.52438499 -0.65719354   0.584992993
## 687  0.06024329 -2.1820981492 0.04236574 -2.41018573   1.174369990
## 688  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 689  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 690  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 691  0.37037263 -0.9907009068 0.30157258 -1.23894441   0.808514678
## 692  0.30446426 -0.9836964417 0.31390719 -0.89091642   1.252869521
## 693  0.61180811 -0.4453207630 0.72749383 -0.22664345   0.683885393
## 694  0.51334536 -0.3572532089 0.84273665  0.16732132   0.744887295
## 695  0.74802903 -0.1774622794 0.82325314 -0.05889758   0.734157512
## 696  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 697  0.30446426 -0.9836964417 0.31390719 -0.89091642   1.252869521
## 698  0.12186433 -2.1188338230 0.11686494 -2.11038324   1.508575763
## 699  0.23708206 -1.5081339378 0.23533395 -1.52830891   0.539409024
## 700  0.20163772 -1.3246904794 0.12465838 -1.59264258   1.294549809
## 701  0.08369668 -2.3909066716 0.06171083 -2.55153107   0.990845296
## 702  0.07568873 -2.3400113370 0.10959154 -2.13683018   1.088839706
## 703  0.33814245 -1.1186401714 0.30776471 -1.24471388   0.606796843
## 704  1.24518781  0.5526937399 1.43209073  0.75821368  -0.065938984
## 705  1.54787630  0.9416856284 1.83293872  1.21249816  -0.210352125
## 706  2.25573264  1.6471091460 2.09795974  1.50202726  -1.972066309
## 707  0.42326602 -0.9057704736 0.48048840 -0.76947831   0.552529001
## 708  0.09201812 -2.2920278028 0.11160780 -2.12307962   1.374710203
## 709  1.10226205  0.3793950017 1.28154026  0.60015826   0.482569423
## 710  0.53057045 -0.6597363345 0.69537135 -0.30477582   0.544471790
## 711  0.05474736 -2.6352512013 0.05616045 -2.57661101   1.225132383
## 712  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 713  0.64314995 -0.3830466805 0.55911575 -0.56401574   0.810620561
## 714  1.43819124  0.7386224267 2.45433576  1.42814753  -0.251850777
## 715  0.80942498 -0.0996617411 0.78326241 -0.09384424  -0.021134827
## 716  3.34171178  2.1053935997 6.07388298  3.09949362  -2.460757995
## 717  0.09201812 -2.2920278028 0.11160780 -2.12307962   1.374710203
## 718  0.90420564  0.1007897360 1.02262048  0.29208012   0.255177514
## 719  0.09505295 -2.1157534332 0.10788110 -2.09633439   1.227535339
## 720  3.81058374  2.8082659202 4.31207444  2.99912925  -3.638853775
## 721  0.06024329 -2.1820981492 0.04236574 -2.41018573   1.174369990
## 722  0.67194022 -0.3437702927 0.69767680 -0.29785800   1.005658629
## 723  4.40531912  2.8057071456 5.06807965  3.16826234  -4.650917577
## 724  0.06955332 -2.5117125422 0.06452627 -2.51262478   0.637223746
## 725  0.72587067 -0.2529949755 0.67543453 -0.33941407  -0.051133905
## 726  0.45619824 -0.8422541172 0.34284440 -1.15766932   0.510371613
## 727  0.91045295  0.1118230923 1.03073254  0.30297884   0.609101979
## 728  0.22516197 -1.5915957447 0.29925592 -1.28515284   1.140508233
## 729  1.67535859  0.9713164925 2.00081749  1.19567839  -0.839427189
## 730  0.11440512 -1.8397286838 0.12584965 -1.83161556   0.974875667
## 731  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 732  0.55905926 -0.3922971426 0.39094040 -0.64348242   0.522157392
## 733  0.19539335 -1.3834540647 0.12009465 -1.72485604   1.246590711
## 734  0.79375034 -0.0893244374 0.90325660  0.12667884   0.685120962
## 735  0.12186433 -2.1188338230 0.11686494 -2.11038324   1.508575763
## 736  0.09505295 -2.1157534332 0.10788110 -2.09633439   1.227535339
## 737  1.37324742  0.7327000209 1.38070017  0.73805500  -0.688094914
## 738  0.06024329 -2.1820981492 0.04236574 -2.41018573   1.174369990
## 739  0.28539840 -1.3329503300 0.34545939 -1.14470936   1.402070995
## 740  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 741  0.54569195 -0.4769562397 0.84080116  0.01960230   0.631235981
## 742  0.83765721 -0.0046797740 1.04878911  0.29986027   0.594113713
## 743  1.11510114  0.3872188516 1.07551051  0.33137389  -0.637848440
## 744  0.36882240 -1.0316302111 0.47697717 -0.75406712   1.010088978
## 745  0.08074300 -2.4316152156 0.09404865 -2.13522344   1.139263163
## 746  0.72658428 -0.2391743573 0.72013365 -0.24535136   0.860054159
## 747  4.40531912  2.8057071456 5.06807965  3.16826234  -4.650917577
## 748  0.36222795 -1.1148586000 0.36629183 -1.08444665   1.006680133
## 749  0.55368104 -0.3832448960 0.69954949 -0.07560549   0.447592119
## 750  0.35600294 -0.9767770109 0.36177818 -1.00281327   0.826781774
## 751  0.52098466 -0.6734932005 0.58430927 -0.51929039   0.222231973
## 752  1.50934646  0.8888665302 1.33758495  0.68079352  -0.910054364
## 753  2.11873187  1.4959148246 2.36770323  1.71066717  -1.211420536
## 754  0.67377430 -0.3218539891 0.89619290  0.06314756   0.743913070
## 755  0.56620970 -0.5094656080 0.75678496 -0.16505486   0.623466460
## 756  1.14694252  0.4403047480 1.64413846  0.93631164   0.041382912
## 757  0.51334536 -0.3572532089 0.84273665  0.16732132   0.744887295
## 758  0.23320779 -1.2590898181 0.29879388 -1.06343400   0.816965272
## 759  0.05486297 -2.5355770302 0.05134149 -2.58988316   1.554758296
## 760  2.29069005  1.4332825188 4.09962670  2.28678251  -1.216458933
## 761  0.89114932  0.0607180167 1.03814402  0.27877562   0.694064488
## 762  0.83670623 -0.0008799501 0.93147333  0.13256624   0.454059230
## 763  0.35493410 -1.0010936110 0.39342705 -0.93581524   0.690793726
## 764  0.51543351 -0.7030296697 0.45342205 -0.84249568   0.967760887
## 765  0.06024329 -2.1820981492 0.04236574 -2.41018573   1.174369990
## 766  0.26380859 -1.3990011120 0.23814170 -1.48699059   1.389114595
## 767  0.06955332 -2.5117125422 0.06452627 -2.51262478   0.637223746
## 768  0.26060290 -1.4004970446 0.26057270 -1.39876995   1.593969445
## 769  0.61180811 -0.4453207630 0.72749383 -0.22664345   0.683885393
## 770  2.84232256  2.1533197846 3.37469565  2.36997120  -2.321547994
## 771  0.71563684 -0.2636993071 0.65869426 -0.36568658   0.687822648
## 772  0.80214954  0.0507733551 1.19647593  0.51448569   0.227048273
## 773  0.86390828 -0.0053579487 0.69197373 -0.25342290   0.186014413
## 774  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 775  0.65111018 -0.4004027457 0.62828962 -0.43956657   0.941848627
## 776  0.71563684 -0.2636993071 0.65869426 -0.36568658   0.687822648
## 777  0.83424710 -0.0366947674 0.95310305  0.15218072   0.443824154
## 778  1.43819124  0.7386224267 2.45433576  1.42814753  -0.251850777
## 779  1.81622310  1.1176350133 1.69701213  1.01281206  -0.969053690
## 780  0.08369668 -2.3909066716 0.06171083 -2.55153107   0.990845296
## 781  0.96680899  0.2148586731 0.73365580 -0.11503708  -0.590398607
## 782  2.06669074  1.4292007203 2.68873990  1.97447600  -0.968935112
## 783  0.36222795 -1.1148586000 0.36629183 -1.08444665   1.006680133
## 784  3.34171178  2.1053935997 6.07388298  3.09949362  -2.460757995
## 785  0.55803879 -0.4848669949 0.34119593 -1.03902824   0.351279476
## 786  1.43819124  0.7386224267 2.45433576  1.42814753  -0.251850777
## 787  0.22551743 -1.3760013694 0.22506978 -1.43059242   0.789628555
## 788  0.19539335 -1.3834540647 0.12009465 -1.72485604   1.246590711
## 789  0.17009165 -1.7535549281 0.15610744 -1.84055807   0.980964561
## 790  0.22551743 -1.3760013694 0.22506978 -1.43059242   0.789628555
## 791  0.23400335 -1.0415841260 0.16455299 -1.09072702   1.028903872
## 792  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 793  1.13983191  0.4296319499 0.94282281  0.17520903  -0.151558339
## 794  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 795  0.23400335 -1.0415841260 0.16455299 -1.09072702   1.028903872
## 796  0.39098664 -0.9832583111 0.47007728 -0.76932759   0.580816587
## 797  0.26380859 -1.3990011120 0.23814170 -1.48699059   1.389114595
## 798  0.33794022 -1.1238791967 0.40255160 -0.94605148   0.790537935
## 799  0.60936783 -0.4542958043 0.60010992 -0.48817281   1.040962938
## 800  0.43181714 -0.7495144167 0.58730854 -0.44035572   0.561433589
## 801  0.33430613 -1.0680932749 0.47622586 -0.73124615   0.928866547
## 802  1.17833901  0.4767193853 1.49655297  0.79803873  -0.223453775
## 803  0.83765721 -0.0046797740 1.04878911  0.29986027   0.594113713
## 804  0.49713152 -0.4910540708 0.31423149 -0.77309950   0.442665708
## 805  6.06059472  3.8998498755 5.22170773  3.51598281  -7.112264205
## 806  0.85553704  0.0239351771 0.83772878 -0.01783207   0.571995908
## 807  0.80214954  0.0507733551 1.19647593  0.51448569   0.227048273
## 808  0.72587067 -0.2529949755 0.67543453 -0.33941407  -0.051133905
## 809  1.06695349  0.3359440531 1.71889637  1.05902424  -0.039166918
## 810  0.13523311 -2.0529580823 0.17975113 -1.63740792   1.121892114
## 811  0.99912404  0.2143698450 1.02862313  0.26215657  -0.146318210
## 812  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 813  0.64051953 -0.0390300423 0.90825652  0.22830408   0.924855330
## 814  2.69895107  2.0340144912 3.39386734  2.43769827  -2.057471859
## 815  0.09201812 -2.2920278028 0.11160780 -2.12307962   1.374710203
## 816  1.16860099  0.4620220592 1.55266166  0.91318958  -0.201870919
## 817  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 818  1.60369611  1.0048122324 1.63135147  1.02634814  -1.044136738
## 819  1.79043374  1.0864299125 1.88847978  1.16057623  -0.839980981
## 820  0.25792477 -1.4230498137 0.27146934 -1.36341264   1.107217331
## 821  0.25054843 -1.4406456430 0.21174864 -1.59125346   0.725404103
## 822  0.45802894 -0.7405327360 0.56858114 -0.52271306   0.559500497
## 823  0.57572290 -0.5357604968 0.80093134 -0.10527559   1.020461412
## 824  0.80214954  0.0507733551 1.19647593  0.51448569   0.227048273
## 825  1.47569940  0.8528895142 1.63720774  1.02903115  -0.751090663
## 826  0.37691725 -1.0616496370 0.40107715 -0.98549295   0.923269624
## 827 10.83064335  5.3940000168 8.57876489  4.81123149 -10.454847637
## 828  0.53252528 -0.6292250206 0.67506995 -0.33863460   0.163572916
## 829  0.33663667 -1.1841673453 0.33512388 -1.16503557   0.258706579
## 830  4.40742911  3.0698139866 3.65315371  2.63830590  -4.307162840
## 831  0.08116529 -2.3103112192 0.07199607 -2.39412687   1.308166528
## 832  0.86390828 -0.0053579487 0.69197373 -0.25342290   0.186014413
## 833  0.36935472 -1.0765963856 0.39441507 -0.98530004   0.410372525
## 834  0.48569509 -0.7453871524 0.49819835 -0.59793322   0.900250169
## 835  0.23400335 -1.0415841260 0.16455299 -1.09072702   1.028903872
## 836  0.62732478 -0.4339945404 0.86140643  0.04522908   0.368681356
## 837  0.09505295 -2.1157534332 0.10788110 -2.09633439   1.227535339
## 838  0.30446426 -0.9836964417 0.31390719 -0.89091642   1.252869521
## 839  0.30446426 -0.9836964417 0.31390719 -0.89091642   1.252869521
## 840  0.27643426 -1.3383568364 0.23730740 -1.50946228   0.545948674
## 841  0.25054843 -1.4406456430 0.21174864 -1.59125346   0.725404103
## 842  0.24425195 -1.4754338620 0.18991861 -1.69065293   0.521917236
## 843  1.25161323  0.5582610861 1.19582575  0.49918212  -0.381545280
## 844  0.05474736 -2.6352512013 0.05616045 -2.57661101   1.225132383
## 845  0.13270171 -2.0482116426 0.16476979 -1.83573349   0.755736856
## 846  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 847  0.78589243 -0.0567811072 0.52399414 -0.53930754   0.136087858
## 848  0.28485073 -1.2999938708 0.36174676 -1.06111314   1.352187254
## 849  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 850  1.10295855  0.3728230913 1.26456543  0.58886971  -0.665272784
## 851  0.67258877 -0.3495890794 0.56224702 -0.56922711   0.173574243
## 852  0.65661865 -0.2410920756 1.05573346  0.33635262   0.448907247
## 853  0.53583087 -0.6092275707 0.60379137 -0.46926114   0.339013926
## 854  0.58164396 -0.4101335118 0.76825866 -0.09672974   0.813622536
## 855  0.89114932  0.0607180167 1.03814402  0.27877562   0.694064488
## 856  0.62557391 -0.2632646075 0.54537745 -0.32107087   0.562693042
## 857  0.28539840 -1.3329503300 0.34545939 -1.14470936   1.402070995
## 858  1.79127325  1.1828184910 1.86954291  1.25987468  -1.268495473
## 859  0.06955332 -2.5117125422 0.06452627 -2.51262478   0.637223746
## 860  0.64051953 -0.0390300423 0.90825652  0.22830408   0.924855330
## 861  0.05474736 -2.6352512013 0.05616045 -2.57661101   1.225132383
## 862  0.40806231 -0.5292547834 0.41250345 -0.41603739   0.777964494
## 863  1.43811047  0.8122348203 1.35236018  0.70198542  -0.258856883
## 864  0.20391324 -1.6855153333 0.22465651 -1.57920157   0.968822839
## 865  0.60901926 -0.4873466693 0.48858472 -0.75555854  -0.040228335
## 866  0.65473311 -0.2225843900 0.61265587 -0.22712555   0.768494031
## 867  0.61167352 -0.4334842178 0.70641173 -0.26665047   0.271689481
## 868  1.63533484  1.0159472170 1.78434396  1.17594271  -0.583963887
## 869  0.58164396 -0.4101335118 0.76825866 -0.09672974   0.813622536
## 870  0.98518946  0.2080046793 1.43301828  0.79256243   0.045580512
## 871  0.33663667 -1.1841673453 0.33512388 -1.16503557   0.258706579
## 872  1.69045606  1.0965797040 1.61795619  1.00901158  -1.208729382
## 873  0.27996258 -1.1118548531 0.26005872 -1.19270880   0.991874553
## 874  0.37691725 -1.0616496370 0.40107715 -0.98549295   0.923269624
## 875  0.09505295 -2.1157534332 0.10788110 -2.09633439   1.227535339
## 876  0.13523311 -2.0529580823 0.17975113 -1.63740792   1.121892114
## 877  0.06024329 -2.1820981492 0.04236574 -2.41018573   1.174369990
## 878  0.36935472 -1.0765963856 0.39441507 -0.98530004   0.410372525
## 879  0.19539335 -1.3834540647 0.12009465 -1.72485604   1.246590711
## 880  3.39292868  2.5281477502 2.98219442  2.21193467  -3.429466899
## 881  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 882  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 883  0.63170147 -0.2991657786 1.06763834  0.34173378   0.414067833
## 884  0.58564048 -0.5417364377 0.58194295 -0.53568398   1.058952251
## 885  0.23320779 -1.2590898181 0.29879388 -1.06343400   0.816965272
## 886  0.90085337  0.0722525034 1.21747585  0.52688073   0.758634297
## 887  3.42740468  2.3573117208 3.43924536  2.41983969  -4.027673969
## 888  0.68391089 -0.2792879386 0.63506610 -0.39422426   0.121141828
## 889  0.80260781 -0.0323707482 0.72605886 -0.16664086   0.549758958
## 890  0.54569195 -0.4769562397 0.84080116  0.01960230   0.631235981
## 891  3.34171178  2.1053935997 6.07388298  3.09949362  -2.460757995
## 892  0.40806231 -0.5292547834 0.41250345 -0.41603739   0.777964494
## 893  3.54088494  2.6176472155 3.84451381  2.73982899  -3.568498349
## 894  1.33199522  0.6806103914 1.15638371  0.44561137  -0.417677154
## 895  0.19539335 -1.3834540647 0.12009465 -1.72485604   1.246590711
## 896  0.94151796  0.1513801945 0.99401206  0.22039016  -0.164150435
## 897  0.76026574 -0.1876412094 0.66911399 -0.32536024   0.869153041
## 898  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 899  0.86929223  0.0515509154 0.87661148  0.05070790   0.716733352
## 900  1.45865144  0.8117513369 1.76165487  1.14806286  -0.088488431
## 901  1.26135466  0.5707324529 1.99344370  1.27673823   0.002456936
## 902  0.84075909 -0.0370391159 0.68464261 -0.32429313  -0.083754314
## 903  0.16951395 -1.8550556775 0.20065457 -1.67670207   1.078194472
## 904  0.26047070 -1.0156518762 0.16109119 -1.16604598   0.922189158
## 905  0.60901926 -0.4873466693 0.48858472 -0.75555854  -0.040228335
## 906  0.62016728 -0.4667362022 0.83311704 -0.05180057   1.004205813
## 907  0.54359719 -0.5612304418 0.58761516 -0.49326969   0.844537368
## 908  0.51334536 -0.3572532089 0.84273665  0.16732132   0.744887295
## 909  1.42015165  0.7481189481 1.60069722  0.94255417  -0.555199777
## 910  0.64051953 -0.0390300423 0.90825652  0.22830408   0.924855330
## 911  0.36222795 -1.1148586000 0.36629183 -1.08444665   1.006680133
## 912  0.27643426 -1.3383568364 0.23730740 -1.50946228   0.545948674
## 913  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 914  0.19539335 -1.3834540647 0.12009465 -1.72485604   1.246590711
## 915  0.54979779 -0.5497150827 0.38195519 -0.99139834  -0.056885575
## 916  0.13523311 -2.0529580823 0.17975113 -1.63740792   1.121892114
## 917  0.62732478 -0.4339945404 0.86140643  0.04522908   0.368681356
## 918  0.31814038 -1.1999015428 0.21940725 -1.54831025   1.012541597
## 919  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 920  0.61167352 -0.4334842178 0.70641173 -0.26665047   0.271689481
## 921  0.29275073 -0.6848270976 0.23245470 -0.73082251   0.999326965
## 922  1.26135466  0.5707324529 1.99344370  1.27673823   0.002456936
## 923  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 924  0.58686817 -0.4303816143 0.58023003 -0.46966671   0.782485720
## 925  0.26047070 -1.0156518762 0.16109119 -1.16604598   0.922189158
## 926  0.68387207 -0.1855115065 0.54136420 -0.37775325   0.109226127
## 927  0.26060290 -1.4004970446 0.26057270 -1.39876995   1.593969445
## 928  0.60901926 -0.4873466693 0.48858472 -0.75555854  -0.040228335
## 929  0.18127571 -1.7880175188 0.21081693 -1.62068962   1.625594271
## 930  0.55803879 -0.4848669949 0.34119593 -1.03902824   0.351279476
## 931  0.80786923 -0.0927033121 0.95921569  0.16345951   0.411798817
## 932  0.27463179 -1.0932248661 0.36108035 -0.83328596   0.976325510
## 933  2.61971326  1.7177753839 4.13977879  2.55189094  -2.264743605
## 934  0.66556028 -0.2152044195 1.00305913  0.28484042   0.780899868
## 935  2.87809137  2.1072932742 3.50334913  2.57027389  -2.825384527
## 936  1.51300475  0.8759524859 2.18960773  1.55925939  -0.912385994
## 937  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 938  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 939  0.69372210 -0.1899078149 1.00884107  0.26906976   0.724391122
## 940  2.72211623  2.0121625151 3.43283358  2.50917821  -2.265337768
## 941  0.08074300 -2.4316152156 0.09404865 -2.13522344   1.139263163
## 942  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 943  0.74802903 -0.1774622794 0.82325314 -0.05889758   0.734157512
## 944  1.09225580  0.3579936510 1.16678916  0.45970037  -0.050468500
## 945  0.51020460 -0.1896852796 0.85248561  0.23434533   0.881604060
## 946  0.11440512 -1.8397286838 0.12584965 -1.83161556   0.974875667
## 947  1.25508003  0.5746125354 1.52808597  0.90283048  -0.092427903
## 948  1.43942529  0.7981803975 1.10694456  0.37764864  -1.037813749
## 949  0.28539840 -1.3329503300 0.34545939 -1.14470936   1.402070995
## 950  0.74802903 -0.1774622794 0.82325314 -0.05889758   0.734157512
## 951  0.79052991 -0.1315959786 0.64794581 -0.39248128   0.050891984
## 952  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 953  0.66556028 -0.2152044195 1.00305913  0.28484042   0.780899868
## 954  0.13878117 -1.6222378027 0.12542939 -1.68431143   1.079334194
## 955  0.30446426 -0.9836964417 0.31390719 -0.89091642   1.252869521
## 956  0.19539335 -1.3834540647 0.12009465 -1.72485604   1.246590711
## 957  2.36850493  1.7029513829 2.83583029  2.08192801  -2.030790353
## 958  0.59528886 -0.4454793402 0.63118713 -0.39791298   0.876194589
## 959  0.07039081 -2.3796724265 0.08572512 -2.27688508   1.515108688
## 960  0.05486297 -2.5355770302 0.05134149 -2.58988316   1.554758296
#modified version (remove item with loading lower than 0.4)
DGS_7model_4 <- DGS %>%
  select(c(DGS_21,DGS_44,DGS_65)) #1 out due to low loading

DGS_IRT_4 = mirt(data = DGS_7model_4,
      model = 1, #this is for one factor
      itemtype = "gpcmIRT" #generalized partial credit model
)
## 
Iteration: 1, Log-Lik: -4854.390, Max-Change: 1.17577
Iteration: 2, Log-Lik: -4673.738, Max-Change: 0.75764
Iteration: 3, Log-Lik: -4639.574, Max-Change: 0.42536
Iteration: 4, Log-Lik: -4625.262, Max-Change: 0.43343
Iteration: 5, Log-Lik: -4616.794, Max-Change: 0.16316
Iteration: 6, Log-Lik: -4612.990, Max-Change: 0.14543
Iteration: 7, Log-Lik: -4610.981, Max-Change: 0.11093
Iteration: 8, Log-Lik: -4609.518, Max-Change: 0.10447
Iteration: 9, Log-Lik: -4608.597, Max-Change: 0.08430
Iteration: 10, Log-Lik: -4607.911, Max-Change: 0.07620
Iteration: 11, Log-Lik: -4607.412, Max-Change: 0.06821
Iteration: 12, Log-Lik: -4607.043, Max-Change: 0.06124
Iteration: 13, Log-Lik: -4606.305, Max-Change: 0.04366
Iteration: 14, Log-Lik: -4606.180, Max-Change: 0.03966
Iteration: 15, Log-Lik: -4606.079, Max-Change: 0.03625
Iteration: 16, Log-Lik: -4605.711, Max-Change: 0.01839
Iteration: 17, Log-Lik: -4605.691, Max-Change: 0.01819
Iteration: 18, Log-Lik: -4605.675, Max-Change: 0.01595
Iteration: 19, Log-Lik: -4605.644, Max-Change: 0.01344
Iteration: 20, Log-Lik: -4605.633, Max-Change: 0.01444
Iteration: 21, Log-Lik: -4605.624, Max-Change: 0.01094
Iteration: 22, Log-Lik: -4605.607, Max-Change: 0.00857
Iteration: 23, Log-Lik: -4605.603, Max-Change: 0.01013
Iteration: 24, Log-Lik: -4605.598, Max-Change: 0.00915
Iteration: 25, Log-Lik: -4605.581, Max-Change: 0.00339
Iteration: 26, Log-Lik: -4605.580, Max-Change: 0.00472
Iteration: 27, Log-Lik: -4605.579, Max-Change: 0.00156
Iteration: 28, Log-Lik: -4605.578, Max-Change: 0.00503
Iteration: 29, Log-Lik: -4605.577, Max-Change: 0.00307
Iteration: 30, Log-Lik: -4605.577, Max-Change: 0.00233
Iteration: 31, Log-Lik: -4605.577, Max-Change: 0.00330
Iteration: 32, Log-Lik: -4605.576, Max-Change: 0.00024
Iteration: 33, Log-Lik: -4605.576, Max-Change: 0.00120
Iteration: 34, Log-Lik: -4605.575, Max-Change: 0.00283
Iteration: 35, Log-Lik: -4605.575, Max-Change: 0.00022
Iteration: 36, Log-Lik: -4605.575, Max-Change: 0.00178
Iteration: 37, Log-Lik: -4605.575, Max-Change: 0.00103
Iteration: 38, Log-Lik: -4605.575, Max-Change: 0.00187
Iteration: 39, Log-Lik: -4605.574, Max-Change: 0.00021
Iteration: 40, Log-Lik: -4605.574, Max-Change: 0.00020
Iteration: 41, Log-Lik: -4605.574, Max-Change: 0.00224
Iteration: 42, Log-Lik: -4605.574, Max-Change: 0.00093
Iteration: 43, Log-Lik: -4605.574, Max-Change: 0.00019
Iteration: 44, Log-Lik: -4605.574, Max-Change: 0.00147
Iteration: 45, Log-Lik: -4605.574, Max-Change: 0.00089
Iteration: 46, Log-Lik: -4605.574, Max-Change: 0.00020
Iteration: 47, Log-Lik: -4605.574, Max-Change: 0.00155
Iteration: 48, Log-Lik: -4605.573, Max-Change: 0.00082
Iteration: 49, Log-Lik: -4605.573, Max-Change: 0.00018
Iteration: 50, Log-Lik: -4605.573, Max-Change: 0.00131
Iteration: 51, Log-Lik: -4605.573, Max-Change: 0.00078
Iteration: 52, Log-Lik: -4605.573, Max-Change: 0.00024
Iteration: 53, Log-Lik: -4605.573, Max-Change: 0.00076
Iteration: 54, Log-Lik: -4605.573, Max-Change: 0.00074
Iteration: 55, Log-Lik: -4605.573, Max-Change: 0.00092
Iteration: 56, Log-Lik: -4605.573, Max-Change: 0.00018
Iteration: 57, Log-Lik: -4605.573, Max-Change: 0.00067
Iteration: 58, Log-Lik: -4605.573, Max-Change: 0.00014
Iteration: 59, Log-Lik: -4605.573, Max-Change: 0.00069
Iteration: 60, Log-Lik: -4605.573, Max-Change: 0.00062
Iteration: 61, Log-Lik: -4605.573, Max-Change: 0.00014
Iteration: 62, Log-Lik: -4605.573, Max-Change: 0.00066
Iteration: 63, Log-Lik: -4605.573, Max-Change: 0.00012
Iteration: 64, Log-Lik: -4605.573, Max-Change: 0.00012
Iteration: 65, Log-Lik: -4605.573, Max-Change: 0.00060
Iteration: 66, Log-Lik: -4605.573, Max-Change: 0.00063
Iteration: 67, Log-Lik: -4605.572, Max-Change: 0.00015
Iteration: 68, Log-Lik: -4605.572, Max-Change: 0.00057
Iteration: 69, Log-Lik: -4605.572, Max-Change: 0.00012
Iteration: 70, Log-Lik: -4605.572, Max-Change: 0.00012
Iteration: 71, Log-Lik: -4605.572, Max-Change: 0.00058
Iteration: 72, Log-Lik: -4605.572, Max-Change: 0.00011
Iteration: 73, Log-Lik: -4605.572, Max-Change: 0.00011
Iteration: 74, Log-Lik: -4605.572, Max-Change: 0.00054
Iteration: 75, Log-Lik: -4605.572, Max-Change: 0.00056
Iteration: 76, Log-Lik: -4605.572, Max-Change: 0.00014
Iteration: 77, Log-Lik: -4605.572, Max-Change: 0.00051
Iteration: 78, Log-Lik: -4605.572, Max-Change: 0.00011
Iteration: 79, Log-Lik: -4605.572, Max-Change: 0.00011
Iteration: 80, Log-Lik: -4605.572, Max-Change: 0.00052
Iteration: 81, Log-Lik: -4605.572, Max-Change: 0.00010
summary(DGS_IRT_4)
##           F1    h2
## DGS_21 0.878 0.770
## DGS_44 0.466 0.217
## DGS_65 0.502 0.252
## 
## SS loadings:  1.239 
## Proportion Var:  0.413 
## 
## Factor correlations: 
## 
##    F1
## F1  1
coef(DGS_IRT_4, IRTpars = T)
## $DGS_21
##        a1     b1     b2    b3     b4    b5    b6 c
## par 3.118 -1.695 -1.244 -0.61 -0.251 0.202 1.066 0
## 
## $DGS_44
##        a1     b1     b2     b3     b4     b5    b6 c
## par 0.897 -2.571 -2.086 -1.261 -0.979 -0.867 0.305 0
## 
## $DGS_65
##        a1     b1    b2    b3     b4    b5   b6 c
## par 0.987 -1.315 -1.66 0.253 -0.223 0.535 1.43 0
## 
## $GroupPars
##     MEAN_1 COV_11
## par      0      1
#itemplot(DGS_IRT_4, 5, type = "trace")
#itemplot(DGS_IRT_4, 1, type = "info")
plot(DGS_IRT_4, type = "trace")

plot(DGS_IRT_4, type = "info")

plot(DGS_IRT_4) #expected score curve

#person fit
fscores(DGS_IRT_4) #factor score for each participants
##                  F1
##   [1,]  0.120243056
##   [2,]  1.189450310
##   [3,] -0.284890005
##   [4,] -0.422058377
##   [5,] -0.806504900
##   [6,] -0.701564074
##   [7,]  0.375123867
##   [8,] -0.099668637
##   [9,] -0.692670898
##  [10,] -0.982501942
##  [11,]  0.494237827
##  [12,] -0.081223495
##  [13,] -0.899608621
##  [14,] -0.701564074
##  [15,]  0.022150711
##  [16,]  1.425967852
##  [17,]  1.189450310
##  [18,]  0.110184733
##  [19,]  0.961141174
##  [20,] -1.528827765
##  [21,] -2.185678181
##  [22,] -0.214475592
##  [23,] -0.269549093
##  [24,]  0.022150711
##  [25,]  0.263529925
##  [26,] -1.784755574
##  [27,] -0.799797496
##  [28,] -0.214475592
##  [29,] -0.899608621
##  [30,]  0.363597355
##  [31,]  0.961141174
##  [32,]  0.789946600
##  [33,] -0.563079421
##  [34,]  0.120243056
##  [35,] -0.790770534
##  [36,] -1.409920899
##  [37,]  0.649071903
##  [38,]  0.012536342
##  [39,] -0.659488048
##  [40,] -0.476166616
##  [41,]  0.120243056
##  [42,] -0.081223495
##  [43,] -0.613469258
##  [44,]  0.002961143
##  [45,]  0.022150711
##  [46,] -0.311230873
##  [47,]  0.831012900
##  [48,]  0.515941089
##  [49,]  0.649071903
##  [50,]  0.789946600
##  [51,] -0.493589008
##  [52,]  0.635568480
##  [53,]  0.789946600
##  [54,] -0.701564074
##  [55,]  0.649071903
##  [56,] -0.493589008
##  [57,] -0.781756605
##  [58,] -0.090460509
##  [59,] -1.594536429
##  [60,] -0.293680478
##  [61,]  0.022150711
##  [62,] -0.181012172
##  [63,] -0.790770534
##  [64,]  0.223306315
##  [65,] -0.380761340
##  [66,] -0.659488048
##  [67,] -0.790770534
##  [68,]  1.425967852
##  [69,]  1.007290248
##  [70,]  1.720974879
##  [71,] -0.790770534
##  [72,] -0.790770534
##  [73,]  1.425967852
##  [74,] -1.171747134
##  [75,]  0.789946600
##  [76,] -0.214475592
##  [77,] -1.528827765
##  [78,]  0.649071903
##  [79,]  1.720974879
##  [80,] -0.484876406
##  [81,]  0.649071903
##  [82,]  0.343694343
##  [83,]  0.494237827
##  [84,] -0.398185182
##  [85,] -0.090460509
##  [86,]  0.241923302
##  [87,] -1.420480007
##  [88,] -1.656848493
##  [89,] -0.772755561
##  [90,]  0.649071903
##  [91,]  0.120243056
##  [92,] -0.476166616
##  [93,] -0.508775353
##  [94,] -0.772755561
##  [95,]  1.189450310
##  [96,] -1.571335490
##  [97,] -1.208239787
##  [98,]  0.649071903
##  [99,] -0.196623416
## [100,] -0.799797496
## [101,] -1.420480007
## [102,] -0.205558509
## [103,] -0.772755561
## [104,] -0.163013773
## [105,] -0.847099148
## [106,]  0.223306315
## [107,]  1.720974879
## [108,] -0.090460509
## [109,]  0.058492754
## [110,]  0.472803553
## [111,]  0.110184733
## [112,] -0.881265872
## [113,] -0.790770534
## [114,] -0.189980579
## [115,] -0.389474844
## [116,]  0.120243056
## [117,] -0.071956689
## [118,]  0.233970050
## [119,] -1.594536429
## [120,]  0.635568480
## [121,]  0.506662561
## [122,] -0.790770534
## [123,]  0.022150711
## [124,] -1.026898042
## [125,]  0.363597355
## [126,]  0.022150711
## [127,] -0.389474844
## [128,]  0.659163697
## [129,]  0.789946600
## [130,] -0.683788786
## [131,]  1.720974879
## [132,]  0.223306315
## [133,] -2.185678181
## [134,]  0.120243056
## [135,] -0.571837157
## [136,] -1.076180332
## [137,] -0.571837157
## [138,] -0.881265872
## [139,]  0.012536342
## [140,] -0.899608621
## [141,] -0.181012172
## [142,]  0.506662561
## [143,] -0.484876406
## [144,] -0.710468532
## [145,]  0.233970050
## [146,]  0.506662561
## [147,]  0.649071903
## [148,]  0.233970050
## [149,] -0.571837157
## [150,] -0.571837157
## [151,] -1.255021056
## [152,]  0.375123867
## [153,]  0.252694915
## [154,]  0.649071903
## [155,]  0.506662561
## [156,] -0.508775353
## [157,]  0.233970050
## [158,] -1.540078351
## [159,] -0.701564074
## [160,]  1.720974879
## [161,] -0.476166616
## [162,]  0.148084031
## [163,]  0.649071903
## [164,] -1.703386034
## [165,] -0.476166616
## [166,] -2.004662316
## [167,]  1.720974879
## [168,] -2.185678181
## [169,]  1.425967852
## [170,] -0.476166616
## [171,] -0.326488568
## [172,] -0.781756605
## [173,]  0.386726078
## [174,]  0.635568480
## [175,]  1.720974879
## [176,] -0.406892956
## [177,] -0.099668637
## [178,]  0.363597355
## [179,]  0.789946600
## [180,]  1.024505283
## [181,] -0.302460530
## [182,]  0.649071903
## [183,]  0.223306315
## [184,]  1.720974879
## [185,] -0.302460530
## [186,]  0.252694915
## [187,]  0.110184733
## [188,] -0.476166616
## [189,] -0.493589008
## [190,] -0.890430001
## [191,]  0.990285195
## [192,]  1.720974879
## [193,]  1.189450310
## [194,] -0.476166616
## [195,] -0.476166616
## [196,]  1.425967852
## [197,] -0.062659177
## [198,] -0.090460509
## [199,] -1.076180332
## [200,]  0.223306315
## [201,]  0.649071903
## [202,]  0.343694343
## [203,] -0.890430001
## [204,] -0.484876406
## [205,]  0.635568480
## [206,] -0.181012172
## [207,] -0.398185182
## [208,]  0.789946600
## [209,] -2.405862306
## [210,]  0.789946600
## [211,]  0.472803553
## [212,]  1.425967852
## [213,] -1.208239787
## [214,] -0.046385908
## [215,] -1.121429919
## [216,]  0.649071903
## [217,]  0.506662561
## [218,] -1.227892667
## [219,] -0.106483835
## [220,]  0.649071903
## [221,] -0.172023514
## [222,]  0.789946600
## [223,] -1.307274095
## [224,]  0.012536342
## [225,] -0.172023514
## [226,]  0.058492754
## [227,]  0.506662561
## [228,]  1.720974879
## [229,] -0.808837636
## [230,]  0.120243056
## [231,] -0.484876406
## [232,] -0.580601947
## [233,] -0.071956689
## [234,] -0.571837157
## [235,]  1.720974879
## [236,]  0.506662561
## [237,] -1.066693810
## [238,]  0.002961143
## [239,] -0.683788786
## [240,]  0.120243056
## [241,]  0.375123867
## [242,]  0.252694915
## [243,] -0.628810700
## [244,]  1.720974879
## [245,] -0.189980579
## [246,] -1.703386034
## [247,]  0.285394459
## [248,]  0.022150711
## [249,]  1.720974879
## [250,]  0.649071903
## [251,]  1.720974879
## [252,]  0.223306315
## [253,] -2.004662316
## [254,] -1.850907880
## [255,] -0.571837157
## [256,]  0.635568480
## [257,] -0.484876406
## [258,] -0.571837157
## [259,] -0.214475592
## [260,]  0.649071903
## [261,] -0.563079421
## [262,] -0.881265872
## [263,] -0.293680478
## [264,] -0.090460509
## [265,] -0.963887655
## [266,] -2.185678181
## [267,] -0.973186845
## [268,] -0.302460530
## [269,]  1.425967852
## [270,] -1.121429919
## [271,]  0.363597355
## [272,]  0.649071903
## [273,]  0.002961143
## [274,] -0.924852767
## [275,] -0.380761340
## [276,]  1.720974879
## [277,]  1.720974879
## [278,] -0.500056717
## [279,] -0.571837157
## [280,] -0.799797496
## [281,]  0.789946600
## [282,]  0.012536342
## [283,] -0.890430001
## [284,]  0.363597355
## [285,] -0.991833145
## [286,] -1.181465038
## [287,] -0.701564074
## [288,] -0.502304901
## [289,] -0.278359448
## [290,] -0.214475592
## [291,]  1.720974879
## [292,]  0.649071903
## [293,]  0.649071903
## [294,] -0.081223495
## [295,]  0.846263182
## [296,]  1.189450310
## [297,]  0.506662561
## [298,] -0.963887655
## [299,] -0.790770534
## [300,]  0.649071903
## [301,]  1.425967852
## [302,] -0.613469258
## [303,]  0.961141174
## [304,]  0.022150711
## [305,]  1.720974879
## [306,]  0.649071903
## [307,]  0.120243056
## [308,]  0.635568480
## [309,]  1.189450310
## [310,]  0.148084031
## [311,]  0.649071903
## [312,]  1.720974879
## [313,] -0.205558509
## [314,] -1.121429919
## [315,] -0.659488048
## [316,] -0.205558509
## [317,]  0.506662561
## [318,] -0.187669504
## [319,] -0.799797496
## [320,]  0.022150711
## [321,]  0.649071903
## [322,]  0.659163697
## [323,]  0.120243056
## [324,]  0.649071903
## [325,] -0.508775353
## [326,] -0.106483835
## [327,] -0.726008539
## [328,]  0.223306315
## [329,] -0.595888994
## [330,] -0.278359448
## [331,]  1.720974879
## [332,]  0.148084031
## [333,]  0.649071903
## [334,] -0.781756605
## [335,]  1.720974879
## [336,] -0.766084141
## [337,]  0.494237827
## [338,] -0.790770534
## [339,] -0.991833145
## [340,] -0.389474844
## [341,] -1.482188195
## [342,] -1.235212961
## [343,] -0.476166616
## [344,]  1.720974879
## [345,]  1.720974879
## [346,] -0.389474844
## [347,]  0.120243056
## [348,] -0.881265872
## [349,]  0.002961143
## [350,] -0.799797496
## [351,]  0.233970050
## [352,] -0.790770534
## [353,]  0.789946600
## [354,] -1.208239787
## [355,] -0.476166616
## [356,] -0.380761340
## [357,] -1.066693810
## [358,] -0.701564074
## [359,]  0.022150711
## [360,] -0.710468532
## [361,] -0.500056717
## [362,] -0.476166616
## [363,]  1.720974879
## [364,] -2.405862306
## [365,]  0.120243056
## [366,]  0.127739645
## [367,] -0.790770534
## [368,]  0.120243056
## [369,] -2.185678181
## [370,] -1.121429919
## [371,] -1.540078351
## [372,]  0.120243056
## [373,] -0.772755561
## [374,]  0.012536342
## [375,] -0.081223495
## [376,] -0.398185182
## [377,] -0.571837157
## [378,]  1.425967852
## [379,] -0.701564074
## [380,] -0.881265872
## [381,]  0.506662561
## [382,]  1.720974879
## [383,]  0.223306315
## [384,]  0.022150711
## [385,] -0.106483835
## [386,]  0.252694915
## [387,] -0.973186845
## [388,] -0.613469258
## [389,]  0.241923302
## [390,] -1.317398860
## [391,] -0.604674951
## [392,] -0.398185182
## [393,] -0.181012172
## [394,] -0.311230873
## [395,] -0.172023514
## [396,] -1.066693810
## [397,]  0.789946600
## [398,] -1.208239787
## [399,]  0.012536342
## [400,]  0.158335073
## [401,]  0.022150711
## [402,] -0.467459148
## [403,]  0.990285195
## [404,] -1.528827765
## [405,]  0.120243056
## [406,]  0.110184733
## [407,] -0.799797496
## [408,] -0.115643788
## [409,]  0.233970050
## [410,] -0.604674951
## [411,] -0.413353671
## [412,]  0.386726078
## [413,] -0.781756605
## [414,]  0.012536342
## [415,] -0.476166616
## [416,]  0.649071903
## [417,] -2.405862306
## [418,]  0.635568480
## [419,] -0.181012172
## [420,]  0.386726078
## [421,]  0.635568480
## [422,]  0.120243056
## [423,] -0.099668637
## [424,]  1.425967852
## [425,] -0.269549093
## [426,]  0.649071903
## [427,] -1.121429919
## [428,]  1.720974879
## [429,] -1.327560862
## [430,] -0.847099148
## [431,]  1.720974879
## [432,] -0.668341017
## [433,] -0.701564074
## [434,] -0.701564074
## [435,]  1.720974879
## [436,]  0.375123867
## [437,] -0.991833145
## [438,] -0.311230873
## [439,] -0.571837157
## [440,]  0.012536342
## [441,]  0.649071903
## [442,]  0.804798401
## [443,]  0.375123867
## [444,]  0.635568480
## [445,]  0.506662561
## [446,]  0.022150711
## [447,] -1.317398860
## [448,] -1.420480007
## [449,] -0.571837157
## [450,]  1.007290248
## [451,]  1.024505283
## [452,] -2.405862306
## [453,] -0.659488048
## [454,]  0.130351473
## [455,]  0.343694343
## [456,]  1.720974879
## [457,]  1.720974879
## [458,] -1.431091643
## [459,]  1.189450310
## [460,] -1.431091643
## [461,]  0.961141174
## [462,]  0.494237827
## [463,]  0.137885899
## [464,] -0.484876406
## [465,] -0.815554908
## [466,] -0.106483835
## [467,] -0.595888994
## [468,]  0.990285195
## [469,] -0.205558509
## [470,] -0.659488048
## [471,]  0.789946600
## [472,]  0.961141174
## [473,] -1.656848493
## [474,] -1.131030322
## [475,]  0.649071903
## [476,]  0.649071903
## [477,]  1.720974879
## [478,]  0.506662561
## [479,]  0.252694915
## [480,] -0.790770534
## [481,] -0.595888994
## [482,] -0.302460530
## [483,]  0.659163697
## [484,]  0.022150711
## [485,]  0.649071903
## [486,]  1.720974879
## [487,] -0.115643788
## [488,]  1.720974879
## [489,] -1.171747134
## [490,] -0.692670898
## [491,]  0.789946600
## [492,]  0.252694915
## [493,]  0.252694915
## [494,]  0.120243056
## [495,] -0.580601947
## [496,]  1.720974879
## [497,]  1.425967852
## [498,] -0.090460509
## [499,] -0.181012172
## [500,] -0.717083932
## [501,] -0.899608621
## [502,]  0.649071903
## [503,]  0.961141174
## [504,] -0.982501942
## [505,] -0.214475592
## [506,] -0.683788786
## [507,]  0.649071903
## [508,] -1.482188195
## [509,] -0.251890373
## [510,]  0.363597355
## [511,] -0.302460530
## [512,] -0.398185182
## [513,]  1.720974879
## [514,] -0.389474844
## [515,]  1.189450310
## [516,] -1.594536429
## [517,]  1.720974879
## [518,]  1.720974879
## [519,]  0.649071903
## [520,]  0.649071903
## [521,]  1.189450310
## [522,] -0.090460509
## [523,]  1.425967852
## [524,] -0.701564074
## [525,]  1.720974879
## [526,]  0.363597355
## [527,] -1.102291251
## [528,] -1.409920899
## [529,]  0.635568480
## [530,] -0.790770534
## [531,]  0.961141174
## [532,] -1.850907880
## [533,] -1.208239787
## [534,] -0.508775353
## [535,] -0.302460530
## [536,]  0.120243056
## [537,] -0.311230873
## [538,] -1.540078351
## [539,] -0.674917510
## [540,]  0.506662561
## [541,]  0.506662561
## [542,] -0.973186845
## [543,] -0.302460530
## [544,] -1.528827765
## [545,]  1.720974879
## [546,]  0.649071903
## [547,]  0.233970050
## [548,] -2.004662316
## [549,] -2.004662316
## [550,] -0.701564074
## [551,] -0.517498083
## [552,]  1.720974879
## [553,]  1.720974879
## [554,]  0.386726078
## [555,] -0.982501942
## [556,]  1.720974879
## [557,] -0.806504900
## [558,]  0.472803553
## [559,] -0.181012172
## [560,] -0.701564074
## [561,]  0.789946600
## [562,]  0.804798401
## [563,] -1.594536429
## [564,]  0.002961143
## [565,] -0.398185182
## [566,] -1.528827765
## [567,] -0.772755561
## [568,]  0.022150711
## [569,] -0.398185182
## [570,]  0.635568480
## [571,]  0.363597355
## [572,] -0.398185182
## [573,]  0.158335073
## [574,] -0.484876406
## [575,] -0.181012172
## [576,]  0.519177388
## [577,]  0.179000023
## [578,] -1.307274095
## [579,]  0.789946600
## [580,]  0.233970050
## [581,]  0.789946600
## [582,] -0.081223495
## [583,] -0.398185182
## [584,]  1.425967852
## [585,] -0.398185182
## [586,]  1.720974879
## [587,] -0.766084141
## [588,]  0.363597355
## [589,]  0.506662561
## [590,] -0.484876406
## [591,]  0.815911407
## [592,] -0.293680478
## [593,]  0.002961143
## [594,]  1.720974879
## [595,]  1.720974879
## [596,] -0.311230873
## [597,]  0.120243056
## [598,]  0.252694915
## [599,] -0.973186845
## [600,] -0.571837157
## [601,] -0.090460509
## [602,]  0.233970050
## [603,]  0.649071903
## [604,]  0.506662561
## [605,]  0.649071903
## [606,] -0.205558509
## [607,]  0.343694343
## [608,] -0.356846823
## [609,]  1.720974879
## [610,] -0.181012172
## [611,]  1.720974879
## [612,] -1.317398860
## [613,] -1.420480007
## [614,]  0.815911407
## [615,]  1.425967852
## [616,] -1.131030322
## [617,] -0.571837157
## [618,] -0.701564074
## [619,] -0.484876406
## [620,]  0.363597355
## [621,]  1.720974879
## [622,]  0.375123867
## [623,]  0.649071903
## [624,] -1.784755574
## [625,] -1.690785086
## [626,]  1.720974879
## [627,] -0.973186845
## [628,] -1.118957364
## [629,] -1.420480007
## [630,]  0.494237827
## [631,] -0.701564074
## [632,] -0.659488048
## [633,] -0.881265872
## [634,] -0.799797496
## [635,]  0.649071903
## [636,]  0.343694343
## [637,] -0.862980561
## [638,]  0.148084031
## [639,] -2.165962206
## [640,]  0.506662561
## [641,]  0.990285195
## [642,] -2.165962206
## [643,]  1.425967852
## [644,] -2.405862306
## [645,] -0.790770534
## [646,] -1.850907880
## [647,] -1.121429919
## [648,]  0.012536342
## [649,]  0.012536342
## [650,]  0.649071903
## [651,]  1.189450310
## [652,]  0.649071903
## [653,]  0.494237827
## [654,] -0.571837157
## [655,]  0.815911407
## [656,]  1.720974879
## [657,]  0.130351473
## [658,]  1.041937826
## [659,] -0.302460530
## [660,]  1.189450310
## [661,] -0.508775353
## [662,]  0.363597355
## [663,] -0.973186845
## [664,] -0.090460509
## [665,]  0.494237827
## [666,] -0.484876406
## [667,] -0.973186845
## [668,] -0.701564074
## [669,]  1.425967852
## [670,] -0.090460509
## [671,]  0.804798401
## [672,]  1.720974879
## [673,] -0.595888994
## [674,]  1.720974879
## [675,] -0.766084141
## [676,] -0.365572173
## [677,] -0.302460530
## [678,] -1.409920899
## [679,]  0.022150711
## [680,]  0.846263182
## [681,]  0.635568480
## [682,]  0.363597355
## [683,]  0.120243056
## [684,]  1.720974879
## [685,]  1.189450310
## [686,] -0.604674951
## [687,]  0.506662561
## [688,]  1.720974879
## [689,]  1.720974879
## [690,]  0.649071903
## [691,]  0.110184733
## [692,]  0.789946600
## [693,] -0.799797496
## [694,]  1.425967852
## [695,]  0.252694915
## [696,]  1.720974879
## [697,]  0.789946600
## [698,] -0.398185182
## [699,] -0.081223495
## [700,]  0.789946600
## [701,] -0.302460530
## [702,]  0.012536342
## [703,]  0.022150711
## [704,]  0.343694343
## [705,] -1.227892667
## [706,] -0.317733469
## [707,]  0.022150711
## [708,] -0.484876406
## [709,]  0.363597355
## [710,] -0.302460530
## [711,] -0.484876406
## [712,]  1.720974879
## [713,] -1.017504601
## [714,]  1.720974879
## [715,] -1.582891545
## [716,]  1.720974879
## [717,] -0.484876406
## [718,] -1.784755574
## [719,]  0.120243056
## [720,] -1.594536429
## [721,]  0.506662561
## [722,]  0.002961143
## [723,]  0.515941089
## [724,] -0.389474844
## [725,] -0.278359448
## [726,] -0.214475592
## [727,] -1.850907880
## [728,] -0.484876406
## [729,]  0.990285195
## [730,]  0.506662561
## [731,]  0.649071903
## [732,]  1.189450310
## [733,]  0.635568480
## [734,] -1.656848493
## [735,] -0.398185182
## [736,]  0.120243056
## [737,] -0.284890005
## [738,]  0.506662561
## [739,] -0.090460509
## [740,]  0.649071903
## [741,]  0.649071903
## [742,]  0.252694915
## [743,] -0.365572173
## [744,] -0.973186845
## [745,] -1.420480007
## [746,] -0.613469258
## [747,]  0.515941089
## [748,] -0.181012172
## [749,]  1.425967852
## [750,]  0.233970050
## [751,] -0.580601947
## [752,] -0.452293931
## [753,] -1.227892667
## [754,] -0.973186845
## [755,]  0.233970050
## [756,]  0.961141174
## [757,]  1.425967852
## [758,]  0.649071903
## [759,] -0.790770534
## [760,]  1.720974879
## [761,]  0.002961143
## [762,]  0.343694343
## [763,]  0.233970050
## [764,] -0.311230873
## [765,]  0.506662561
## [766,] -0.701564074
## [767,] -0.389474844
## [768,] -0.701564074
## [769,] -0.799797496
## [770,] -1.482188195
## [771,] -0.613469258
## [772,]  1.720974879
## [773,] -1.690785086
## [774,]  1.720974879
## [775,] -0.311230873
## [776,] -0.613469258
## [777,] -0.659488048
## [778,]  1.720974879
## [779,]  0.815911407
## [780,] -0.302460530
## [781,]  0.831012900
## [782,]  0.363597355
## [783,] -0.181012172
## [784,]  1.720974879
## [785,]  0.386726078
## [786,]  1.720974879
## [787,]  0.375123867
## [788,]  0.635568480
## [789,] -0.890430001
## [790,]  0.375123867
## [791,]  1.425967852
## [792,]  1.720974879
## [793,]  0.472803553
## [794,]  0.649071903
## [795,]  1.425967852
## [796,] -1.076180332
## [797,] -0.701564074
## [798,] -0.890430001
## [799,]  0.002961143
## [800,]  0.375123867
## [801,]  0.120243056
## [802,]  1.189450310
## [803,]  0.252694915
## [804,]  1.209238645
## [805,] -0.840440157
## [806,]  0.363597355
## [807,]  1.720974879
## [808,] -0.278359448
## [809,]  0.649071903
## [810,] -1.420480007
## [811,] -0.406892956
## [812,]  1.720974879
## [813,] -2.405862306
## [814,] -1.540078351
## [815,] -0.484876406
## [816,]  0.494237827
## [817,]  1.720974879
## [818,] -0.260726317
## [819,]  0.472803553
## [820,] -0.571837157
## [821,] -0.692670898
## [822,]  0.375123867
## [823,] -0.090460509
## [824,]  1.720974879
## [825,] -0.683788786
## [826,] -0.181012172
## [827,]  0.592861117
## [828,] -0.081223495
## [829,] -0.476166616
## [830,] -1.033880015
## [831,] -0.790770534
## [832,] -1.690785086
## [833,] -0.476166616
## [834,] -1.656848493
## [835,]  1.425967852
## [836,] -1.528827765
## [837,]  0.120243056
## [838,]  0.789946600
## [839,]  0.789946600
## [840,]  0.022150711
## [841,] -0.692670898
## [842,] -0.692670898
## [843,]  0.990285195
## [844,] -0.484876406
## [845,] -0.389474844
## [846,]  0.649071903
## [847,]  0.519177388
## [848,] -0.973186845
## [849,]  0.649071903
## [850,]  0.263529925
## [851,] -0.595888994
## [852,]  0.649071903
## [853,] -0.781756605
## [854,]  0.635568480
## [855,]  0.002961143
## [856,]  1.189450310
## [857,] -0.090460509
## [858,] -1.131030322
## [859,] -0.389474844
## [860,] -2.405862306
## [861,] -0.484876406
## [862,]  1.720974879
## [863,] -0.356846823
## [864,] -0.302460530
## [865,] -0.172023514
## [866,]  0.961141174
## [867,]  0.022150711
## [868,] -0.808837636
## [869,]  0.635568480
## [870,]  0.233970050
## [871,] -0.476166616
## [872,] -0.452293931
## [873,]  0.635568480
## [874,] -0.181012172
## [875,]  0.120243056
## [876,] -1.420480007
## [877,]  0.506662561
## [878,] -0.476166616
## [879,]  0.635568480
## [880,] -0.245324276
## [881,]  1.720974879
## [882,]  1.720974879
## [883,]  0.506662561
## [884,] -0.311230873
## [885,]  0.649071903
## [886,] -0.701564074
## [887,]  0.515941089
## [888,]  0.130351473
## [889,]  0.343694343
## [890,]  0.649071903
## [891,]  1.720974879
## [892,]  1.720974879
## [893,] -1.482188195
## [894,] -0.413353671
## [895,]  0.635568480
## [896,]  0.130351473
## [897,] -1.181465038
## [898,]  0.649071903
## [899,]  0.363597355
## [900,]  0.363597355
## [901,]  0.789946600
## [902,] -0.071956689
## [903,] -0.302460530
## [904,]  1.425967852
## [905,] -0.172023514
## [906,] -0.398185182
## [907,]  0.223306315
## [908,]  1.425967852
## [909,]  0.472803553
## [910,] -2.405862306
## [911,] -0.181012172
## [912,]  0.022150711
## [913,]  1.720974879
## [914,]  0.635568480
## [915,]  0.263529925
## [916,] -1.420480007
## [917,] -1.528827765
## [918,] -1.111850385
## [919,]  0.649071903
## [920,]  0.022150711
## [921,]  1.720974879
## [922,]  0.789946600
## [923,]  1.720974879
## [924,]  0.223306315
## [925,]  1.425967852
## [926,]  1.007290248
## [927,] -0.701564074
## [928,] -0.172023514
## [929,] -0.398185182
## [930,]  0.386726078
## [931,] -1.307274095
## [932,]  0.649071903
## [933,]  1.209238645
## [934,]  0.789946600
## [935,]  0.092778763
## [936,]  0.375123867
## [937,]  1.720974879
## [938,]  1.720974879
## [939,]  0.789946600
## [940,] -0.748138668
## [941,] -1.420480007
## [942,]  1.720974879
## [943,]  0.252694915
## [944,] -0.106483835
## [945,]  1.720974879
## [946,]  0.506662561
## [947,] -0.659488048
## [948,] -0.998768350
## [949,] -0.090460509
## [950,]  0.252694915
## [951,] -0.517498083
## [952,]  0.649071903
## [953,]  0.789946600
## [954,]  0.649071903
## [955,]  0.789946600
## [956,]  0.635568480
## [957,] -1.121429919
## [958,]  0.252694915
## [959,] -0.881265872
## [960,] -0.790770534
mirt::itemfit(DGS_IRT_4)
##     item   S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_21 30.191      18      0.027  0.036
## 2 DGS_44 76.082      23      0.049  0.000
## 3 DGS_65 66.882      22      0.046  0.000
mirt::personfit(DGS_IRT_4)
##          outfit     z.outfit       infit     z.infit           Zh
## 1    0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 2    0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 3    1.63244940  0.942569446  1.98270358  1.21272341 -0.961022172
## 4    1.50408573  0.821749889  1.49834503  0.80067352 -0.422842982
## 5    3.02718193  1.926393712  2.72791562  1.72578281 -2.402477354
## 6    0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 7    0.27352898 -0.882564250  0.33992613 -0.73374732  0.457774964
## 8    1.28707481  0.595994535  1.64333147  0.93405106 -0.455322930
## 9    0.27722548 -1.040969024  0.24087995 -1.09865490  0.401492462
## 10   0.19073866 -1.314626637  0.20894907 -1.24169559  0.673392032
## 11   0.54657710 -0.285730421  0.66365077 -0.11181931  0.446461755
## 12   0.20118827 -1.286836039  0.18962429 -1.29180804  0.311923349
## 13   1.18894588  0.489956756  1.37473492  0.68376199  0.267374093
## 14   0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 15   0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 16   0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 17   0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 18   0.41903901 -0.634072803  0.39000468 -0.70013438  0.595516293
## 19   0.79304844  0.074433954  1.06370764  0.40536177  0.577486020
## 20   0.38699665 -0.872184961  0.63648299 -0.24313962  0.417546812
## 21   0.31480680 -0.603703193  0.29091586 -0.62870904  0.980120544
## 22   0.59919519 -0.338012871  0.56643753 -0.36215608  0.347469407
## 23   0.90917976  0.140282656  0.93118920  0.18629058  0.193389047
## 24   0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 25   0.75860845 -0.018356882  0.65737980 -0.17406607 -0.356875789
## 26   1.27982398  0.590318792  1.73216958  0.97749799 -0.107886465
## 27   0.52519970 -0.447648344  0.63861371 -0.23367402  0.607929657
## 28   0.59919519 -0.338012871  0.56643753 -0.36215608  0.347469407
## 29   1.18894588  0.489956756  1.37473492  0.68376199  0.267374093
## 30   1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 31   0.79304844  0.074433954  1.06370764  0.40536177  0.577486020
## 32   0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 33   1.07786352  0.358368827  1.35384216  0.66134862 -0.458425963
## 34   0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 35   0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 36   0.65897815 -0.286989897  0.94217124  0.19224593  0.552709344
## 37   0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 38   0.01972960 -2.422752457  0.02756030 -2.28142973  0.896551760
## 39   0.89713021  0.130850961  1.12632468  0.42218108  0.317176580
## 40   0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 41   0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 42   0.20118827 -1.286836039  0.18962429 -1.29180804  0.311923349
## 43   0.90011275  0.132378104  1.03662514  0.31907227  0.573886320
## 44   0.69682466 -0.149022833  0.82587313  0.04675087  0.884291670
## 45   0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 46   0.66379101 -0.232414096  0.73353240 -0.08687288  0.868453057
## 47   1.37069479  0.666861447  1.52962859  0.78884157 -1.136135705
## 48   5.07019055  2.632234954  7.20149842  3.33033124 -4.587205896
## 49   0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 50   0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 51   0.55540281 -0.424989320  0.67160408 -0.17788445  0.410380830
## 52   0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 53   0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 54   0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 55   0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 56   0.55540281 -0.424989320  0.67160408 -0.17788445  0.410380830
## 57   0.39494102 -0.720995788  0.44380907 -0.59182356  0.248948834
## 58   0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 59   2.04113570  1.342279847  2.56930269  1.61501823 -0.739207476
## 60   0.43051338 -0.682810557  0.51378921 -0.45738265  0.330504263
## 61   0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 62   0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 63   0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 64   0.44868040 -0.540192200  0.36566557 -0.72935630  0.809333755
## 65   0.86580161  0.077808266  1.03924866  0.32073417 -0.134440005
## 66   0.89713021  0.130850961  1.12632468  0.42218108  0.317176580
## 67   0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 68   0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 69   0.75290340  0.023237790  0.64927798 -0.03701526 -0.232573032
## 70   0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 71   0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 72   0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 73   0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 74   0.91793087  0.147648042  1.30529892  0.61560621 -0.130993645
## 75   0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 76   0.59919519 -0.338012871  0.56643753 -0.36215608  0.347469407
## 77   0.38699665 -0.872184961  0.63648299 -0.24313962  0.417546812
## 78   0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 79   0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 80   0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 81   0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 82   0.80631173  0.059431646  0.81337198  0.06248628  0.455741339
## 83   0.54657710 -0.285730421  0.66365077 -0.11181931  0.446461755
## 84   0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 85   0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 86   1.92979318  1.143038769  2.69044568  1.66399205 -1.156226605
## 87   0.10374298 -1.928408757  0.14651965 -1.50785816  0.928693964
## 88   0.69764612 -0.209805114  0.82195438  0.05616756  0.708343154
## 89   1.57346548  0.875623480  1.88816620  1.13498196 -0.594426617
## 90   0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 91   0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 92   0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 93   0.98616681  0.242412080  0.96778890  0.23524017  0.226231783
## 94   1.57346548  0.875623480  1.88816620  1.13498196 -0.594426617
## 95   0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 96   0.81040439 -0.033484346  0.55716134 -0.37122688  0.298560769
## 97   0.22236249 -1.293539422  0.13793581 -1.56581336  0.993624329
## 98   0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 99   1.09781860  0.382729852  1.36257983  0.67136574 -0.431099281
## 100  0.52519970 -0.447648344  0.63861371 -0.23367402  0.607929657
## 101  0.10374298 -1.928408757  0.14651965 -1.50785816  0.928693964
## 102  0.39687540 -0.750069793  0.42856295 -0.63230728  0.768583513
## 103  1.57346548  0.875623480  1.88816620  1.13498196 -0.594426617
## 104  2.22937007  1.426624138  2.30616939  1.45305595 -1.143102448
## 105  1.87647491  1.134356001  2.30283386  1.44813028 -1.397805715
## 106  0.44868040 -0.540192200  0.36566557 -0.72935630  0.809333755
## 107  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 108  0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 109  3.25458270  2.036290474  2.80410539  1.76966265 -2.218800371
## 110  1.54428043  0.815510932  1.83839337  1.04475120 -0.525188246
## 111  0.41903901 -0.634072803  0.39000468 -0.70013438  0.595516293
## 112  0.08317983 -1.815473743  0.11821490 -1.60094405  1.217939083
## 113  0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 114  0.83850010  0.045178294  1.09058479  0.37982252 -0.014988364
## 115  0.07980753 -1.940465372  0.09181257 -1.73247668  0.487498533
## 116  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 117  1.09936114  0.387118225  1.12349315  0.41756636 -0.297433036
## 118  0.45941583 -0.515688736  0.62847993 -0.22528813  0.589823987
## 119  2.04113570  1.342279847  2.56930269  1.61501823 -0.739207476
## 120  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 121  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 122  0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 123  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 124  1.63503021  0.935204694  2.04571190  1.27376290 -1.113729443
## 125  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 126  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 127  0.07980753 -1.940465372  0.09181257 -1.73247668  0.487498533
## 128  3.73132871  2.061648156  5.23613914  2.60703279 -3.104246404
## 129  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 130  1.07723979  0.360316068  1.17928600  0.48050637 -0.221194613
## 131  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 132  0.44868040 -0.540192200  0.36566557 -0.72935630  0.809333755
## 133  0.31480680 -0.603703193  0.29091586 -0.62870904  0.980120544
## 134  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 135  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 136  0.42683617 -0.674435401  0.56631056 -0.38119087  0.573325879
## 137  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 138  0.08317983 -1.815473743  0.11821490 -1.60094405  1.217939083
## 139  0.01972960 -2.422752457  0.02756030 -2.28142973  0.896551760
## 140  1.18894588  0.489956756  1.37473492  0.68376199  0.267374093
## 141  0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 142  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 143  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 144  1.15329150  0.449297645  1.44302540  0.74793177 -0.242976719
## 145  0.45941583 -0.515688736  0.62847993 -0.22528813  0.589823987
## 146  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 147  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 148  0.45941583 -0.515688736  0.62847993 -0.22528813  0.589823987
## 149  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 150  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 151  2.72248639  1.827102532  3.01788474  1.95081405 -2.198886046
## 152  0.27352898 -0.882564250  0.33992613 -0.73374732  0.457774964
## 153  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 154  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 155  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 156  0.98616681  0.242412080  0.96778890  0.23524017  0.226231783
## 157  0.45941583 -0.515688736  0.62847993 -0.22528813  0.589823987
## 158  0.45671241 -0.701435612  0.42608818 -0.63667530  1.163938679
## 159  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 160  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 161  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 162  1.11108843  0.407022563  1.18668592  0.48910284 -0.199049788
## 163  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 164  0.43980115 -0.706232922  0.34171376 -0.76829145  0.264684491
## 165  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 166  0.37075360 -0.671996087  0.26793053 -0.78436116  1.092342088
## 167  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 168  0.31480680 -0.603703193  0.29091586 -0.62870904  0.980120544
## 169  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 170  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 171  2.29969798  1.493090470  2.37524027  1.49743562 -1.281223097
## 172  0.39494102 -0.720995788  0.44380907 -0.59182356  0.248948834
## 173  0.70667860 -0.067813600  0.54343423 -0.32840388 -0.003621032
## 174  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 175  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 176  1.08004697  0.359349057  1.30817315  0.61593462 -0.227123812
## 177  1.28707481  0.595994535  1.64333147  0.93405106 -0.455322930
## 178  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 179  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 180  2.13819865  1.235303858  1.48977872  0.75613707 -1.357890191
## 181  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 182  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 183  0.44868040 -0.540192200  0.36566557 -0.72935630  0.809333755
## 184  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 185  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 186  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 187  0.41903901 -0.634072803  0.39000468 -0.70013438  0.595516293
## 188  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 189  0.55540281 -0.424989320  0.67160408 -0.17788445  0.410380830
## 190  0.21641711 -1.209228048  0.23094507 -1.15094420  0.639738475
## 191  1.47922522  0.758683804  1.92792333  1.05190273 -0.757533272
## 192  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 193  0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 194  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 195  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 196  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 197  2.97589983  1.907069438  3.17843924  1.99994868 -1.811425899
## 198  0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 199  0.42683617 -0.674435401  0.56631056 -0.38119087  0.573325879
## 200  0.44868040 -0.540192200  0.36566557 -0.72935630  0.809333755
## 201  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 202  0.80631173  0.059431646  0.81337198  0.06248628  0.455741339
## 203  0.21641711 -1.209228048  0.23094507 -1.15094420  0.639738475
## 204  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 205  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 206  0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 207  0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 208  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 209  0.61288823  0.071255989  0.98782219  0.36608258  0.734889931
## 210  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 211  1.54428043  0.815510932  1.83839337  1.04475120 -0.525188246
## 212  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 213  0.22236249 -1.293539422  0.13793581 -1.56581336  0.993624329
## 214  3.25813504  2.067851220  3.00311616  1.89801119 -1.899965619
## 215  0.85438465  0.064382399  1.01663774  0.28626879  0.051104818
## 216  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 217  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 218  1.36039274  0.679827196  1.63335846  0.93709168  0.008570355
## 219  0.99904476  0.264292856  1.19275418  0.49447593  0.072486275
## 220  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 221  0.83586601  0.042505521  0.81986862  0.03639546 -0.300252651
## 222  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 223  0.30481781 -1.067333847  0.34154890 -0.87587369  1.109821690
## 224  0.01972960 -2.422752457  0.02756030 -2.28142973  0.896551760
## 225  0.83586601  0.042505521  0.81986862  0.03639546 -0.300252651
## 226  3.25458270  2.036290474  2.80410539  1.76966265 -2.218800371
## 227  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 228  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 229  1.83610682  1.102418997  2.27871891  1.42858800 -0.670095634
## 230  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 231  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 232  0.42757691 -0.678514936  0.47135022 -0.53071044  0.180386407
## 233  1.09936114  0.387118225  1.12349315  0.41756636 -0.297433036
## 234  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 235  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 236  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 237  0.94760709  0.196664624  1.44498144  0.75609823  0.269862188
## 238  0.69682466 -0.149022833  0.82587313  0.04675087  0.884291670
## 239  1.07723979  0.360316068  1.17928600  0.48050637 -0.221194613
## 240  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 241  0.27352898 -0.882564250  0.33992613 -0.73374732  0.457774964
## 242  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 243  3.66959524  2.319721669  3.54291494  2.18068258 -3.179888489
## 244  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 245  0.83850010  0.045178294  1.09058479  0.37982252 -0.014988364
## 246  0.43980115 -0.706232922  0.34171376 -0.76829145  0.264684491
## 247  4.34840536  2.473863061  3.81168850  2.25017573 -2.364347616
## 248  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 249  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 250  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 251  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 252  0.44868040 -0.540192200  0.36566557 -0.72935630  0.809333755
## 253  0.37075360 -0.671996087  0.26793053 -0.78436116  1.092342088
## 254  0.69638687 -0.161886799  0.69462666 -0.07735826  0.649792603
## 255  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 256  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 257  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 258  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 259  0.59919519 -0.338012871  0.56643753 -0.36215608  0.347469407
## 260  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 261  1.07786352  0.358368827  1.35384216  0.66134862 -0.458425963
## 262  0.08317983 -1.815473743  0.11821490 -1.60094405  1.217939083
## 263  0.43051338 -0.682810557  0.51378921 -0.45738265  0.330504263
## 264  0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 265  1.43316630  0.742993956  2.00862424  1.24025975 -0.897903085
## 266  0.31480680 -0.603703193  0.29091586 -0.62870904  0.980120544
## 267  0.38841075 -0.738728964  0.59217587 -0.32546562  1.030505309
## 268  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 269  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 270  0.85438465  0.064382399  1.01663774  0.28626879  0.051104818
## 271  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 272  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 273  0.69682466 -0.149022833  0.82587313  0.04675087  0.884291670
## 274  1.57368668  0.874651875  1.77117533  1.04605144 -0.572937712
## 275  0.86580161  0.077808266  1.03924866  0.32073417 -0.134440005
## 276  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 277  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 278  1.77394360  1.069713763  1.90912089  1.15040153 -0.967017821
## 279  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 280  0.52519970 -0.447648344  0.63861371 -0.23367402  0.607929657
## 281  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 282  0.01972960 -2.422752457  0.02756030 -2.28142973  0.896551760
## 283  0.21641711 -1.209228048  0.23094507 -1.15094420  0.639738475
## 284  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 285  0.84353556  0.061833186  0.85999204  0.08648020  0.391917062
## 286  0.95619870  0.198643965  0.97361002  0.23086729  0.510076245
## 287  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 288  1.88500179  1.164789944  2.29169465  1.43385465 -0.930393297
## 289  0.88971154  0.113238188  1.03652580  0.31668663 -0.460749656
## 290  0.59919519 -0.338012871  0.56643753 -0.36215608  0.347469407
## 291  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 292  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 293  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 294  0.20118827 -1.286836039  0.18962429 -1.29180804  0.311923349
## 295  2.03439005  1.163846262  1.45249755  0.73009825 -1.572664571
## 296  0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 297  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 298  1.43316630  0.742993956  2.00862424  1.24025975 -0.897903085
## 299  0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 300  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 301  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 302  0.90011275  0.132378104  1.03662514  0.31907227  0.573886320
## 303  0.79304844  0.074433954  1.06370764  0.40536177  0.577486020
## 304  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 305  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 306  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 307  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 308  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 309  0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 310  1.11108843  0.407022563  1.18668592  0.48910284 -0.199049788
## 311  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 312  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 313  0.39687540 -0.750069793  0.42856295 -0.63230728  0.768583513
## 314  0.85438465  0.064382399  1.01663774  0.28626879  0.051104818
## 315  0.89713021  0.130850961  1.12632468  0.42218108  0.317176580
## 316  0.39687540 -0.750069793  0.42856295 -0.63230728  0.768583513
## 317  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 318  2.71175882  1.765221567  3.37570713  2.11062531 -2.518147926
## 319  0.52519970 -0.447648344  0.63861371 -0.23367402  0.607929657
## 320  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 321  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 322  3.73132871  2.061648156  5.23613914  2.60703279 -3.104246404
## 323  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 324  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 325  0.98616681  0.242412080  0.96778890  0.23524017  0.226231783
## 326  0.99904476  0.264292856  1.19275418  0.49447593  0.072486275
## 327  2.63973234  1.696289739  2.52336521  1.59026713 -2.087410915
## 328  0.44868040 -0.540192200  0.36566557 -0.72935630  0.809333755
## 329  0.86587252  0.084258146  0.86778805  0.10746476  0.010047042
## 330  0.88971154  0.113238188  1.03652580  0.31668663 -0.460749656
## 331  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 332  1.11108843  0.407022563  1.18668592  0.48910284 -0.199049788
## 333  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 334  0.39494102 -0.720995788  0.44380907 -0.59182356  0.248948834
## 335  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 336  1.37065812  0.681180870  1.37968527  0.68720991 -0.532203368
## 337  0.54657710 -0.285730421  0.66365077 -0.11181931  0.446461755
## 338  0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 339  0.84353556  0.061833186  0.85999204  0.08648020  0.391917062
## 340  0.07980753 -1.940465372  0.09181257 -1.73247668  0.487498533
## 341  3.05203010  2.096436118  3.97618085  2.44053145 -2.474006643
## 342  3.22534524  2.141520059  2.51537197  1.62792140 -2.919713875
## 343  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 344  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 345  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 346  0.07980753 -1.940465372  0.09181257 -1.73247668  0.487498533
## 347  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 348  0.08317983 -1.815473743  0.11821490 -1.60094405  1.217939083
## 349  0.69682466 -0.149022833  0.82587313  0.04675087  0.884291670
## 350  0.52519970 -0.447648344  0.63861371 -0.23367402  0.607929657
## 351  0.45941583 -0.515688736  0.62847993 -0.22528813  0.589823987
## 352  0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 353  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 354  0.22236249 -1.293539422  0.13793581 -1.56581336  0.993624329
## 355  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 356  0.86580161  0.077808266  1.03924866  0.32073417 -0.134440005
## 357  0.94760709  0.196664624  1.44498144  0.75609823  0.269862188
## 358  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 359  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 360  1.15329150  0.449297645  1.44302540  0.74793177 -0.242976719
## 361  1.77394360  1.069713763  1.90912089  1.15040153 -0.967017821
## 362  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 363  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 364  0.61288823  0.071255989  0.98782219  0.36608258  0.734889931
## 365  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 366  3.01121001  1.877486844  4.17977247  2.48438559 -2.380737904
## 367  0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 368  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 369  0.31480680 -0.603703193  0.29091586 -0.62870904  0.980120544
## 370  0.85438465  0.064382399  1.01663774  0.28626879  0.051104818
## 371  0.45671241 -0.701435612  0.42608818 -0.63667530  1.163938679
## 372  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 373  1.57346548  0.875623480  1.88816620  1.13498196 -0.594426617
## 374  0.01972960 -2.422752457  0.02756030 -2.28142973  0.896551760
## 375  0.20118827 -1.286836039  0.18962429 -1.29180804  0.311923349
## 376  0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 377  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 378  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 379  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 380  0.08317983 -1.815473743  0.11821490 -1.60094405  1.217939083
## 381  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 382  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 383  0.44868040 -0.540192200  0.36566557 -0.72935630  0.809333755
## 384  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 385  0.99904476  0.264292856  1.19275418  0.49447593  0.072486275
## 386  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 387  0.38841075 -0.738728964  0.59217587 -0.32546562  1.030505309
## 388  0.90011275  0.132378104  1.03662514  0.31907227  0.573886320
## 389  1.92979318  1.143038769  2.69044568  1.66399205 -1.156226605
## 390  0.09472401 -1.946333200  0.06403525 -2.00705201  0.738087313
## 391  0.47044881 -0.582119486  0.43925060 -0.59616054  0.544295826
## 392  0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 393  0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 394  0.66379101 -0.232414096  0.73353240 -0.08687288  0.868453057
## 395  0.83586601  0.042505521  0.81986862  0.03639546 -0.300252651
## 396  0.94760709  0.196664624  1.44498144  0.75609823  0.269862188
## 397  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 398  0.22236249 -1.293539422  0.13793581 -1.56581336  0.993624329
## 399  0.01972960 -2.422752457  0.02756030 -2.28142973  0.896551760
## 400  1.80046610  1.054132674  1.50245404  0.80072649 -1.205477528
## 401  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 402  1.62841070  0.939676117  1.98402247  1.20940596 -0.756322444
## 403  1.47922522  0.758683804  1.92792333  1.05190273 -0.757533272
## 404  0.38699665 -0.872184961  0.63648299 -0.24313962  0.417546812
## 405  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 406  0.41903901 -0.634072803  0.39000468 -0.70013438  0.595516293
## 407  0.52519970 -0.447648344  0.63861371 -0.23367402  0.607929657
## 408  0.86304715  0.084420841  0.81755265  0.03312313  0.319649486
## 409  0.45941583 -0.515688736  0.62847993 -0.22528813  0.589823987
## 410  0.47044881 -0.582119486  0.43925060 -0.59616054  0.544295826
## 411  1.81860380  1.110896890  1.91916042  1.16014532 -0.687383869
## 412  0.70667860 -0.067813600  0.54343423 -0.32840388 -0.003621032
## 413  0.39494102 -0.720995788  0.44380907 -0.59182356  0.248948834
## 414  0.01972960 -2.422752457  0.02756030 -2.28142973  0.896551760
## 415  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 416  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 417  0.61288823  0.071255989  0.98782219  0.36608258  0.734889931
## 418  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 419  0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 420  0.70667860 -0.067813600  0.54343423 -0.32840388 -0.003621032
## 421  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 422  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 423  1.28707481  0.595994535  1.64333147  0.93405106 -0.455322930
## 424  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 425  0.90917976  0.140282656  0.93118920  0.18629058  0.193389047
## 426  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 427  0.85438465  0.064382399  1.01663774  0.28626879  0.051104818
## 428  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 429  0.80412974 -0.035737582  0.86182663  0.08127917  0.450467096
## 430  1.87647491  1.134356001  2.30283386  1.44813028 -1.397805715
## 431  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 432  0.63350918 -0.266740890  0.68593296 -0.15398720 -0.065154277
## 433  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 434  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 435  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 436  0.27352898 -0.882564250  0.33992613 -0.73374732  0.457774964
## 437  0.84353556  0.061833186  0.85999204  0.08648020  0.391917062
## 438  0.66379101 -0.232414096  0.73353240 -0.08687288  0.868453057
## 439  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 440  0.01972960 -2.422752457  0.02756030 -2.28142973  0.896551760
## 441  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 442  0.72417692 -0.008192682  1.12097487  0.45049989  0.170270694
## 443  0.27352898 -0.882564250  0.33992613 -0.73374732  0.457774964
## 444  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 445  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 446  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 447  0.09472401 -1.946333200  0.06403525 -2.00705201  0.738087313
## 448  0.10374298 -1.928408757  0.14651965 -1.50785816  0.928693964
## 449  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 450  0.75290340  0.023237790  0.64927798 -0.03701526 -0.232573032
## 451  2.13819865  1.235303858  1.48977872  0.75613707 -1.357890191
## 452  0.61288823  0.071255989  0.98782219  0.36608258  0.734889931
## 453  0.89713021  0.130850961  1.12632468  0.42218108  0.317176580
## 454  0.81200215  0.036214799  1.01087700  0.28984599 -0.135411905
## 455  0.80631173  0.059431646  0.81337198  0.06248628  0.455741339
## 456  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 457  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 458  0.50081016 -0.600715811  0.45407218 -0.60024021  0.897849734
## 459  0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 460  0.50081016 -0.600715811  0.45407218 -0.60024021  0.897849734
## 461  0.79304844  0.074433954  1.06370764  0.40536177  0.577486020
## 462  0.54657710 -0.285730421  0.66365077 -0.11181931  0.446461755
## 463  1.52161768  0.818056292  2.08509213  1.27863208 -0.970692294
## 464  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 465  2.06668737  1.284787519  1.81576838  1.07806286 -1.218779418
## 466  0.99904476  0.264292856  1.19275418  0.49447593  0.072486275
## 467  0.86587252  0.084258146  0.86778805  0.10746476  0.010047042
## 468  1.47922522  0.758683804  1.92792333  1.05190273 -0.757533272
## 469  0.39687540 -0.750069793  0.42856295 -0.63230728  0.768583513
## 470  0.89713021  0.130850961  1.12632468  0.42218108  0.317176580
## 471  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 472  0.79304844  0.074433954  1.06370764  0.40536177  0.577486020
## 473  0.69764612 -0.209805114  0.82195438  0.05616756  0.708343154
## 474  2.17762416  1.399468797  2.76904504  1.78905617 -1.285735565
## 475  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 476  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 477  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 478  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 479  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 480  0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 481  0.86587252  0.084258146  0.86778805  0.10746476  0.010047042
## 482  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 483  3.73132871  2.061648156  5.23613914  2.60703279 -3.104246404
## 484  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 485  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 486  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 487  0.86304715  0.084420841  0.81755265  0.03312313  0.319649486
## 488  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 489  0.91793087  0.147648042  1.30529892  0.61560621 -0.130993645
## 490  0.27722548 -1.040969024  0.24087995 -1.09865490  0.401492462
## 491  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 492  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 493  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 494  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 495  0.42757691 -0.678514936  0.47135022 -0.53071044  0.180386407
## 496  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 497  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 498  0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 499  0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 500  3.17980235  2.028879732  2.93247176  1.84435458 -2.366645892
## 501  1.18894588  0.489956756  1.37473492  0.68376199  0.267374093
## 502  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 503  0.79304844  0.074433954  1.06370764  0.40536177  0.577486020
## 504  0.19073866 -1.314626637  0.20894907 -1.24169559  0.673392032
## 505  0.59919519 -0.338012871  0.56643753 -0.36215608  0.347469407
## 506  1.07723979  0.360316068  1.17928600  0.48050637 -0.221194613
## 507  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 508  3.05203010  2.096436118  3.97618085  2.44053145 -2.474006643
## 509  3.65510398  2.333575180  3.89798503  2.37918026 -2.586642503
## 510  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 511  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 512  0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 513  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 514  0.07980753 -1.940465372  0.09181257 -1.73247668  0.487498533
## 515  0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 516  2.04113570  1.342279847  2.56930269  1.61501823 -0.739207476
## 517  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 518  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 519  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 520  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 521  0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 522  0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 523  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 524  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 525  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 526  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 527  0.81552942  0.010786637  0.64472310 -0.24593031 -0.388037656
## 528  0.65897815 -0.286989897  0.94217124  0.19224593  0.552709344
## 529  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 530  0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 531  0.79304844  0.074433954  1.06370764  0.40536177  0.577486020
## 532  0.69638687 -0.161886799  0.69462666 -0.07735826  0.649792603
## 533  0.22236249 -1.293539422  0.13793581 -1.56581336  0.993624329
## 534  0.98616681  0.242412080  0.96778890  0.23524017  0.226231783
## 535  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 536  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 537  0.66379101 -0.232414096  0.73353240 -0.08687288  0.868453057
## 538  0.45671241 -0.701435612  0.42608818 -0.63667530  1.163938679
## 539  2.70311906  1.745583382  3.14383542  1.96502732 -1.707146727
## 540  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 541  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 542  0.38841075 -0.738728964  0.59217587 -0.32546562  1.030505309
## 543  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 544  0.38699665 -0.872184961  0.63648299 -0.24313962  0.417546812
## 545  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 546  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 547  0.45941583 -0.515688736  0.62847993 -0.22528813  0.589823987
## 548  0.37075360 -0.671996087  0.26793053 -0.78436116  1.092342088
## 549  0.37075360 -0.671996087  0.26793053 -0.78436116  1.092342088
## 550  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 551  1.02939563  0.297676365  1.05508799  0.34044211 -0.163880167
## 552  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 553  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 554  0.70667860 -0.067813600  0.54343423 -0.32840388 -0.003621032
## 555  0.19073866 -1.314626637  0.20894907 -1.24169559  0.673392032
## 556  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 557  3.02718193  1.926393712  2.72791562  1.72578281 -2.402477354
## 558  1.54428043  0.815510932  1.83839337  1.04475120 -0.525188246
## 559  0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 560  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 561  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 562  0.72417692 -0.008192682  1.12097487  0.45049989  0.170270694
## 563  2.04113570  1.342279847  2.56930269  1.61501823 -0.739207476
## 564  0.69682466 -0.149022833  0.82587313  0.04675087  0.884291670
## 565  0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 566  0.38699665 -0.872184961  0.63648299 -0.24313962  0.417546812
## 567  1.57346548  0.875623480  1.88816620  1.13498196 -0.594426617
## 568  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 569  0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 570  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 571  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 572  0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 573  1.80046610  1.054132674  1.50245404  0.80072649 -1.205477528
## 574  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 575  0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 576  0.99025495  0.298715557  0.92890912  0.22969166 -0.183268316
## 577  6.56667272  3.386176927  5.85253637  3.15255494 -4.147116083
## 578  0.30481781 -1.067333847  0.34154890 -0.87587369  1.109821690
## 579  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 580  0.45941583 -0.515688736  0.62847993 -0.22528813  0.589823987
## 581  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 582  0.20118827 -1.286836039  0.18962429 -1.29180804  0.311923349
## 583  0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 584  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 585  0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 586  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 587  1.37065812  0.681180870  1.37968527  0.68720991 -0.532203368
## 588  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 589  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 590  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 591  2.52198331  1.461375677  3.45545651  1.86169154 -1.210611997
## 592  0.43051338 -0.682810557  0.51378921 -0.45738265  0.330504263
## 593  0.69682466 -0.149022833  0.82587313  0.04675087  0.884291670
## 594  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 595  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 596  0.66379101 -0.232414096  0.73353240 -0.08687288  0.868453057
## 597  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 598  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 599  0.38841075 -0.738728964  0.59217587 -0.32546562  1.030505309
## 600  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 601  0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 602  0.45941583 -0.515688736  0.62847993 -0.22528813  0.589823987
## 603  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 604  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 605  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 606  0.39687540 -0.750069793  0.42856295 -0.63230728  0.768583513
## 607  0.80631173  0.059431646  0.81337198  0.06248628  0.455741339
## 608  1.78560481  1.082040763  1.87790834  1.12862464 -0.513949005
## 609  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 610  0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 611  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 612  0.09472401 -1.946333200  0.06403525 -2.00705201  0.738087313
## 613  0.10374298 -1.928408757  0.14651965 -1.50785816  0.928693964
## 614  2.52198331  1.461375677  3.45545651  1.86169154 -1.210611997
## 615  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 616  2.17762416  1.399468797  2.76904504  1.78905617 -1.285735565
## 617  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 618  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 619  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 620  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 621  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 622  0.27352898 -0.882564250  0.33992613 -0.73374732  0.457774964
## 623  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 624  1.27982398  0.590318792  1.73216958  0.97749799 -0.107886465
## 625  0.71353795 -0.177021404  0.48119931 -0.47678760  0.632210897
## 626  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 627  0.38841075 -0.738728964  0.59217587 -0.32546562  1.030505309
## 628  6.91575777  3.732961884  5.77615018  3.25648359 -6.597532117
## 629  0.10374298 -1.928408757  0.14651965 -1.50785816  0.928693964
## 630  0.54657710 -0.285730421  0.66365077 -0.11181931  0.446461755
## 631  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 632  0.89713021  0.130850961  1.12632468  0.42218108  0.317176580
## 633  0.08317983 -1.815473743  0.11821490 -1.60094405  1.217939083
## 634  0.52519970 -0.447648344  0.63861371 -0.23367402  0.607929657
## 635  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 636  0.80631173  0.059431646  0.81337198  0.06248628  0.455741339
## 637  2.32573162  1.472775086  2.98322684  1.88633218 -1.528118192
## 638  1.11108843  0.407022563  1.18668592  0.48910284 -0.199049788
## 639  0.71001513  0.009144889  1.12676344  0.46156909 -0.048797200
## 640  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 641  1.47922522  0.758683804  1.92792333  1.05190273 -0.757533272
## 642  0.71001513  0.009144889  1.12676344  0.46156909 -0.048797200
## 643  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 644  0.61288823  0.071255989  0.98782219  0.36608258  0.734889931
## 645  0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 646  0.69638687 -0.161886799  0.69462666 -0.07735826  0.649792603
## 647  0.85438465  0.064382399  1.01663774  0.28626879  0.051104818
## 648  0.01972960 -2.422752457  0.02756030 -2.28142973  0.896551760
## 649  0.01972960 -2.422752457  0.02756030 -2.28142973  0.896551760
## 650  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 651  0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 652  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 653  0.54657710 -0.285730421  0.66365077 -0.11181931  0.446461755
## 654  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 655  2.52198331  1.461375677  3.45545651  1.86169154 -1.210611997
## 656  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 657  0.81200215  0.036214799  1.01087700  0.28984599 -0.135411905
## 658  5.72670278  2.837326365  4.53514034  2.21992506 -3.393957279
## 659  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 660  0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 661  0.98616681  0.242412080  0.96778890  0.23524017  0.226231783
## 662  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 663  0.38841075 -0.738728964  0.59217587 -0.32546562  1.030505309
## 664  0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 665  0.54657710 -0.285730421  0.66365077 -0.11181931  0.446461755
## 666  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 667  0.38841075 -0.738728964  0.59217587 -0.32546562  1.030505309
## 668  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 669  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 670  0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 671  0.72417692 -0.008192682  1.12097487  0.45049989  0.170270694
## 672  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 673  0.86587252  0.084258146  0.86778805  0.10746476  0.010047042
## 674  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 675  1.37065812  0.681180870  1.37968527  0.68720991 -0.532203368
## 676  1.34469697  0.659626923  1.44023028  0.74637593 -0.932084899
## 677  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 678  0.65897815 -0.286989897  0.94217124  0.19224593  0.552709344
## 679  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 680  2.03439005  1.163846262  1.45249755  0.73009825 -1.572664571
## 681  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 682  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 683  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 684  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 685  0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 686  0.47044881 -0.582119486  0.43925060 -0.59616054  0.544295826
## 687  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 688  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 689  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 690  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 691  0.41903901 -0.634072803  0.39000468 -0.70013438  0.595516293
## 692  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 693  0.52519970 -0.447648344  0.63861371 -0.23367402  0.607929657
## 694  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 695  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 696  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 697  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 698  0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 699  0.20118827 -1.286836039  0.18962429 -1.29180804  0.311923349
## 700  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 701  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 702  0.01972960 -2.422752457  0.02756030 -2.28142973  0.896551760
## 703  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 704  0.80631173  0.059431646  0.81337198  0.06248628  0.455741339
## 705  1.36039274  0.679827196  1.63335846  0.93709168  0.008570355
## 706  2.95043297  1.933279087  3.31018750  2.06970912 -2.333169151
## 707  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 708  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 709  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 710  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 711  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 712  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 713  0.84758362  0.065502523  0.85184491  0.07402206  0.485333046
## 714  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 715  0.91208838  0.120576500  0.96672953  0.23444732 -0.346174070
## 716  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 717  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 718  1.27982398  0.590318792  1.73216958  0.97749799 -0.107886465
## 719  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 720  2.04113570  1.342279847  2.56930269  1.61501823 -0.739207476
## 721  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 722  0.69682466 -0.149022833  0.82587313  0.04675087  0.884291670
## 723  5.07019055  2.632234954  7.20149842  3.33033124 -4.587205896
## 724  0.07980753 -1.940465372  0.09181257 -1.73247668  0.487498533
## 725  0.88971154  0.113238188  1.03652580  0.31668663 -0.460749656
## 726  0.59919519 -0.338012871  0.56643753 -0.36215608  0.347469407
## 727  0.69638687 -0.161886799  0.69462666 -0.07735826  0.649792603
## 728  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 729  1.47922522  0.758683804  1.92792333  1.05190273 -0.757533272
## 730  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 731  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 732  0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 733  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 734  0.69764612 -0.209805114  0.82195438  0.05616756  0.708343154
## 735  0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 736  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 737  1.63244940  0.942569446  1.98270358  1.21272341 -0.961022172
## 738  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 739  0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 740  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 741  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 742  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 743  1.34469697  0.659626923  1.44023028  0.74637593 -0.932084899
## 744  0.38841075 -0.738728964  0.59217587 -0.32546562  1.030505309
## 745  0.10374298 -1.928408757  0.14651965 -1.50785816  0.928693964
## 746  0.90011275  0.132378104  1.03662514  0.31907227  0.573886320
## 747  5.07019055  2.632234954  7.20149842  3.33033124 -4.587205896
## 748  0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 749  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 750  0.45941583 -0.515688736  0.62847993 -0.22528813  0.589823987
## 751  0.42757691 -0.678514936  0.47135022 -0.53071044  0.180386407
## 752  2.13196188  1.366412427  2.27521818  1.42376860 -1.559155458
## 753  1.36039274  0.679827196  1.63335846  0.93709168  0.008570355
## 754  0.38841075 -0.738728964  0.59217587 -0.32546562  1.030505309
## 755  0.45941583 -0.515688736  0.62847993 -0.22528813  0.589823987
## 756  0.79304844  0.074433954  1.06370764  0.40536177  0.577486020
## 757  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 758  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 759  0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 760  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 761  0.69682466 -0.149022833  0.82587313  0.04675087  0.884291670
## 762  0.80631173  0.059431646  0.81337198  0.06248628  0.455741339
## 763  0.45941583 -0.515688736  0.62847993 -0.22528813  0.589823987
## 764  0.66379101 -0.232414096  0.73353240 -0.08687288  0.868453057
## 765  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 766  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 767  0.07980753 -1.940465372  0.09181257 -1.73247668  0.487498533
## 768  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 769  0.52519970 -0.447648344  0.63861371 -0.23367402  0.607929657
## 770  3.05203010  2.096436118  3.97618085  2.44053145 -2.474006643
## 771  0.90011275  0.132378104  1.03662514  0.31907227  0.573886320
## 772  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 773  0.71353795 -0.177021404  0.48119931 -0.47678760  0.632210897
## 774  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 775  0.66379101 -0.232414096  0.73353240 -0.08687288  0.868453057
## 776  0.90011275  0.132378104  1.03662514  0.31907227  0.573886320
## 777  0.89713021  0.130850961  1.12632468  0.42218108  0.317176580
## 778  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 779  2.52198331  1.461375677  3.45545651  1.86169154 -1.210611997
## 780  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 781  1.37069479  0.666861447  1.52962859  0.78884157 -1.136135705
## 782  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 783  0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 784  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 785  0.70667860 -0.067813600  0.54343423 -0.32840388 -0.003621032
## 786  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 787  0.27352898 -0.882564250  0.33992613 -0.73374732  0.457774964
## 788  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 789  0.21641711 -1.209228048  0.23094507 -1.15094420  0.639738475
## 790  0.27352898 -0.882564250  0.33992613 -0.73374732  0.457774964
## 791  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 792  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 793  1.54428043  0.815510932  1.83839337  1.04475120 -0.525188246
## 794  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 795  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 796  0.42683617 -0.674435401  0.56631056 -0.38119087  0.573325879
## 797  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 798  0.21641711 -1.209228048  0.23094507 -1.15094420  0.639738475
## 799  0.69682466 -0.149022833  0.82587313  0.04675087  0.884291670
## 800  0.27352898 -0.882564250  0.33992613 -0.73374732  0.457774964
## 801  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 802  0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 803  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 804  0.52238760 -0.288650811  0.33646089 -0.47129332  0.176014198
## 805  7.51657851  3.821004182  6.74941148  3.53400199 -7.453258381
## 806  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 807  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 808  0.88971154  0.113238188  1.03652580  0.31668663 -0.460749656
## 809  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 810  0.10374298 -1.928408757  0.14651965 -1.50785816  0.928693964
## 811  1.08004697  0.359349057  1.30817315  0.61593462 -0.227123812
## 812  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 813  0.61288823  0.071255989  0.98782219  0.36608258  0.734889931
## 814  0.45671241 -0.701435612  0.42608818 -0.63667530  1.163938679
## 815  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 816  0.54657710 -0.285730421  0.66365077 -0.11181931  0.446461755
## 817  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 818  1.82821899  1.115658365  1.88309762  1.13463281 -1.075359522
## 819  1.54428043  0.815510932  1.83839337  1.04475120 -0.525188246
## 820  0.33310058 -0.909507711  0.39936282 -0.68286644  0.794928322
## 821  0.27722548 -1.040969024  0.24087995 -1.09865490  0.401492462
## 822  0.27352898 -0.882564250  0.33992613 -0.73374732  0.457774964
## 823  0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 824  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 825  1.07723979  0.360316068  1.17928600  0.48050637 -0.221194613
## 826  0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 827 16.48802108  5.243045469 13.09979809  4.61209377 -9.217487826
## 828  0.20118827 -1.286836039  0.18962429 -1.29180804  0.311923349
## 829  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 830  5.21677631  3.028305750  4.34295436  2.62698770 -4.529285526
## 831  0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416
## 832  0.71353795 -0.177021404  0.48119931 -0.47678760  0.632210897
## 833  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 834  0.69764612 -0.209805114  0.82195438  0.05616756  0.708343154
## 835  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 836  0.38699665 -0.872184961  0.63648299 -0.24313962  0.417546812
## 837  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 838  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 839  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 840  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 841  0.27722548 -1.040969024  0.24087995 -1.09865490  0.401492462
## 842  0.27722548 -1.040969024  0.24087995 -1.09865490  0.401492462
## 843  1.47922522  0.758683804  1.92792333  1.05190273 -0.757533272
## 844  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 845  0.07980753 -1.940465372  0.09181257 -1.73247668  0.487498533
## 846  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 847  0.99025495  0.298715557  0.92890912  0.22969166 -0.183268316
## 848  0.38841075 -0.738728964  0.59217587 -0.32546562  1.030505309
## 849  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 850  0.75860845 -0.018356882  0.65737980 -0.17406607 -0.356875789
## 851  0.86587252  0.084258146  0.86778805  0.10746476  0.010047042
## 852  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 853  0.39494102 -0.720995788  0.44380907 -0.59182356  0.248948834
## 854  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 855  0.69682466 -0.149022833  0.82587313  0.04675087  0.884291670
## 856  0.67816945 -0.062978933  0.76585318  0.12772463  0.323288119
## 857  0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 858  2.17762416  1.399468797  2.76904504  1.78905617 -1.285735565
## 859  0.07980753 -1.940465372  0.09181257 -1.73247668  0.487498533
## 860  0.61288823  0.071255989  0.98782219  0.36608258  0.734889931
## 861  0.06711588 -2.025654432  0.07925362 -1.80327325  1.127399021
## 862  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 863  1.78560481  1.082040763  1.87790834  1.12862464 -0.513949005
## 864  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 865  0.83586601  0.042505521  0.81986862  0.03639546 -0.300252651
## 866  0.79304844  0.074433954  1.06370764  0.40536177  0.577486020
## 867  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 868  1.83610682  1.102418997  2.27871891  1.42858800 -0.670095634
## 869  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 870  0.45941583 -0.515688736  0.62847993 -0.22528813  0.589823987
## 871  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 872  2.13196188  1.366412427  2.27521818  1.42376860 -1.559155458
## 873  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 874  0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 875  0.08033040 -1.774946381  0.09852509 -1.67075966  1.036836714
## 876  0.10374298 -1.928408757  0.14651965 -1.50785816  0.928693964
## 877  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 878  0.42354735 -0.699635615  0.51614731 -0.44636670  0.090319134
## 879  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 880  4.39325138  2.705850043  4.60882041  2.71138164 -4.104982582
## 881  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 882  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 883  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 884  0.66379101 -0.232414096  0.73353240 -0.08687288  0.868453057
## 885  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 886  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 887  5.07019055  2.632234954  7.20149842  3.33033124 -4.587205896
## 888  0.81200215  0.036214799  1.01087700  0.28984599 -0.135411905
## 889  0.80631173  0.059431646  0.81337198  0.06248628  0.455741339
## 890  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 891  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 892  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 893  3.05203010  2.096436118  3.97618085  2.44053145 -2.474006643
## 894  1.81860380  1.110896890  1.91916042  1.16014532 -0.687383869
## 895  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 896  0.81200215  0.036214799  1.01087700  0.28984599 -0.135411905
## 897  0.95619870  0.198643965  0.97361002  0.23086729  0.510076245
## 898  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 899  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 900  1.11211202  0.417999247  1.51062633  0.79619378  0.420463444
## 901  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 902  1.09936114  0.387118225  1.12349315  0.41756636 -0.297433036
## 903  0.11006538 -1.745800430  0.09904087 -1.69727456  0.859822485
## 904  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 905  0.83586601  0.042505521  0.81986862  0.03639546 -0.300252651
## 906  0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 907  0.44868040 -0.540192200  0.36566557 -0.72935630  0.809333755
## 908  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 909  1.54428043  0.815510932  1.83839337  1.04475120 -0.525188246
## 910  0.61288823  0.071255989  0.98782219  0.36608258  0.734889931
## 911  0.37570022 -0.796950650  0.41724756 -0.65733855  0.738485954
## 912  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 913  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 914  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 915  0.75860845 -0.018356882  0.65737980 -0.17406607 -0.356875789
## 916  0.10374298 -1.928408757  0.14651965 -1.50785816  0.928693964
## 917  0.38699665 -0.872184961  0.63648299 -0.24313962  0.417546812
## 918  0.40220959 -0.741378527  0.30938442 -0.95241681  0.733421904
## 919  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 920  0.34638408 -0.825418292  0.37369126 -0.74971075  0.384870303
## 921  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 922  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 923  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 924  0.44868040 -0.540192200  0.36566557 -0.72935630  0.809333755
## 925  0.23483018 -0.752988645  0.15207694 -0.80570896  0.828966685
## 926  0.75290340  0.023237790  0.64927798 -0.03701526 -0.232573032
## 927  0.30263798 -0.966496978  0.32872948 -0.85192049  1.341415063
## 928  0.83586601  0.042505521  0.81986862  0.03639546 -0.300252651
## 929  0.15296619 -1.537741730  0.18245922 -1.30770547  1.438082835
## 930  0.70667860 -0.067813600  0.54343423 -0.32840388 -0.003621032
## 931  0.30481781 -1.067333847  0.34154890 -0.87587369  1.109821690
## 932  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 933  0.52238760 -0.288650811  0.33646089 -0.47129332  0.176014198
## 934  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 935  2.37644817  1.490020979  2.70901339  1.70638355 -1.651036913
## 936  0.27352898 -0.882564250  0.33992613 -0.73374732  0.457774964
## 937  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 938  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 939  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 940  1.72193809  1.008902072  2.24795227  1.40379446 -0.713719260
## 941  0.10374298 -1.928408757  0.14651965 -1.50785816  0.928693964
## 942  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 943  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 944  0.99904476  0.264292856  1.19275418  0.49447593  0.072486275
## 945  0.38165420 -0.208795687  0.55183406  0.01756541  0.783064074
## 946  0.06382306 -1.638514826  0.04429088 -1.79685271  0.892526892
## 947  0.89713021  0.130850961  1.12632468  0.42218108  0.317176580
## 948  1.81493940  1.089218259  1.57216773  0.87457423 -1.167079680
## 949  0.26802297 -1.068616566  0.36624990 -0.77394472  1.255610421
## 950  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 951  1.02939563  0.297676365  1.05508799  0.34044211 -0.163880167
## 952  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 953  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 954  0.18040948 -1.063821710  0.24954321 -0.83107647  0.832885882
## 955  0.29301253 -0.748682582  0.27848477 -0.70730542  1.104077074
## 956  0.25269763 -0.852491537  0.21284282 -0.93855001  1.006547790
## 957  0.85438465  0.064382399  1.01663774  0.28626879  0.051104818
## 958  0.76231575 -0.015028390  1.03731808  0.32706517  0.538380800
## 959  0.08317983 -1.815473743  0.11821490 -1.60094405  1.217939083
## 960  0.04520489 -2.122066947  0.02714111 -2.28054029  1.278578416

#5

DGS_IRT_5 = mirt(data = DGS_7model_5,
      model = 1, #this is for one factor
      itemtype = "gpcmIRT" #generalized partial credit model
)
## 
Iteration: 1, Log-Lik: -8176.597, Max-Change: 0.95368
Iteration: 2, Log-Lik: -7869.174, Max-Change: 0.41445
Iteration: 3, Log-Lik: -7830.672, Max-Change: 0.21473
Iteration: 4, Log-Lik: -7815.608, Max-Change: 0.29611
Iteration: 5, Log-Lik: -7806.426, Max-Change: 0.12546
Iteration: 6, Log-Lik: -7804.046, Max-Change: 0.06986
Iteration: 7, Log-Lik: -7802.467, Max-Change: 0.04385
Iteration: 8, Log-Lik: -7801.766, Max-Change: 0.03518
Iteration: 9, Log-Lik: -7801.330, Max-Change: 0.03130
Iteration: 10, Log-Lik: -7801.035, Max-Change: 0.01726
Iteration: 11, Log-Lik: -7800.894, Max-Change: 0.01395
Iteration: 12, Log-Lik: -7800.802, Max-Change: 0.00936
Iteration: 13, Log-Lik: -7800.686, Max-Change: 0.00741
Iteration: 14, Log-Lik: -7800.656, Max-Change: 0.00375
Iteration: 15, Log-Lik: -7800.637, Max-Change: 0.00289
Iteration: 16, Log-Lik: -7800.621, Max-Change: 0.00291
Iteration: 17, Log-Lik: -7800.609, Max-Change: 0.00156
Iteration: 18, Log-Lik: -7800.602, Max-Change: 0.00125
Iteration: 19, Log-Lik: -7800.585, Max-Change: 0.00101
Iteration: 20, Log-Lik: -7800.583, Max-Change: 0.00091
Iteration: 21, Log-Lik: -7800.582, Max-Change: 0.00100
Iteration: 22, Log-Lik: -7800.581, Max-Change: 0.00070
Iteration: 23, Log-Lik: -7800.580, Max-Change: 0.00045
Iteration: 24, Log-Lik: -7800.579, Max-Change: 0.00041
Iteration: 25, Log-Lik: -7800.578, Max-Change: 0.00052
Iteration: 26, Log-Lik: -7800.578, Max-Change: 0.00032
Iteration: 27, Log-Lik: -7800.577, Max-Change: 0.00027
Iteration: 28, Log-Lik: -7800.576, Max-Change: 0.00075
Iteration: 29, Log-Lik: -7800.576, Max-Change: 0.00037
Iteration: 30, Log-Lik: -7800.576, Max-Change: 0.00011
Iteration: 31, Log-Lik: -7800.576, Max-Change: 0.00040
Iteration: 32, Log-Lik: -7800.575, Max-Change: 0.00024
Iteration: 33, Log-Lik: -7800.575, Max-Change: 0.00011
Iteration: 34, Log-Lik: -7800.575, Max-Change: 0.00038
Iteration: 35, Log-Lik: -7800.575, Max-Change: 0.00036
Iteration: 36, Log-Lik: -7800.575, Max-Change: 0.00016
Iteration: 37, Log-Lik: -7800.575, Max-Change: 0.00009
summary(DGS_IRT_5)
##           F1     h2
## DGS_20 0.282 0.0797
## DGS_28 0.731 0.5346
## DGS_35 0.587 0.3443
## DGS_48 0.358 0.1279
## DGS_68 0.598 0.3572
## 
## SS loadings:  1.444 
## Proportion Var:  0.289 
## 
## Factor correlations: 
## 
##    F1
## F1  1
coef(DGS_IRT_5, IRTpars = T)
## $DGS_20
##        a1     b1     b2    b3     b4    b5    b6 c
## par 0.501 -2.304 -0.137 0.334 -0.155 1.697 3.033 0
## 
## $DGS_28
##        a1     b1     b2    b3    b4    b5    b6 c
## par 1.824 -1.056 -0.077 0.567 0.783 1.365 2.131 0
## 
## $DGS_35
##        a1     b1     b2    b3    b4    b5    b6 c
## par 1.233 -1.365 -0.336 0.145 0.573 1.678 1.894 0
## 
## $DGS_48
##        a1     b1     b2    b3    b4    b5    b6 c
## par 0.652 -1.533 -0.028 0.565 1.506 1.745 2.603 0
## 
## $DGS_68
##        a1     b1     b2    b3    b4    b5    b6 c
## par 1.269 -1.002 -0.084 0.552 0.535 1.611 2.027 0
## 
## $GroupPars
##     MEAN_1 COV_11
## par      0      1
#itemplot(DGS_IRT_5, 5, type = "trace")
itemplot(DGS_IRT_5, 3, type = "info")

plot(DGS_IRT_5, type = "trace")

plot(DGS_IRT_5, type = "info")

plot(DGS_IRT_5) #expected score curve

#person fit
fscores(DGS_IRT_5) #factor score for each participants
##                   F1
##   [1,]  0.8574745237
##   [2,]  1.8876839634
##   [3,] -0.2401495897
##   [4,]  0.7612585540
##   [5,] -0.0163129323
##   [6,]  0.0549700485
##   [7,]  0.3053445353
##   [8,]  1.0988514740
##   [9,]  0.1642694548
##  [10,]  0.0441389300
##  [11,] -0.2972869723
##  [12,]  0.4706232616
##  [13,]  0.0607979439
##  [14,] -0.0380157846
##  [15,] -0.4190878828
##  [16,] -0.2594262615
##  [17,]  0.2765557974
##  [18,]  0.5138995603
##  [19,] -0.2548502050
##  [20,]  1.5229180097
##  [21,] -0.7965703237
##  [22,] -0.0597528893
##  [23,]  0.1489301070
##  [24,]  0.1624713683
##  [25,]  0.9324202091
##  [26,] -1.5687323378
##  [27,] -1.8851660325
##  [28,]  0.6476232959
##  [29,] -0.6263001115
##  [30,] -0.8957413062
##  [31,] -0.7621978617
##  [32,]  1.0833891450
##  [33,] -0.4115310435
##  [34,]  0.4974604715
##  [35,] -2.1088221092
##  [36,]  0.6658889843
##  [37,] -0.1630644403
##  [38,] -0.1108946545
##  [39,]  0.0332634411
##  [40,]  0.1815442390
##  [41,] -0.2672596004
##  [42,] -1.6975189541
##  [43,]  1.4724422376
##  [44,]  1.4336026972
##  [45,]  0.4787399296
##  [46,] -0.9147908113
##  [47,] -1.4985732335
##  [48,] -2.1088221092
##  [49,] -0.8735307337
##  [50,]  0.3080418928
##  [51,] -0.9037714651
##  [52,] -0.5909650288
##  [53,]  0.1233459195
##  [54,]  0.6645958200
##  [55,] -1.0697314497
##  [56,]  0.9546024676
##  [57,]  0.7297298293
##  [58,]  0.9086283887
##  [59,] -0.4401070455
##  [60,]  0.3441871843
##  [61,]  0.7734912251
##  [62,]  0.9686254306
##  [63,]  0.4251523634
##  [64,]  1.4476691924
##  [65,]  0.5476508055
##  [66,]  0.4317361836
##  [67,] -0.6978335939
##  [68,] -0.2442108122
##  [69,] -0.5129312717
##  [70,]  0.1372869398
##  [71,]  1.2162635156
##  [72,] -0.1259843808
##  [73,]  1.8545193632
##  [74,]  0.5254804212
##  [75,] -1.1073541669
##  [76,]  0.1652799304
##  [77,] -0.5909650288
##  [78,]  0.2285122785
##  [79,] -0.1686332067
##  [80,]  0.2471722507
##  [81,] -0.2847502182
##  [82,]  0.4199819166
##  [83,] -0.2557043123
##  [84,]  0.9086283887
##  [85,]  0.3016736097
##  [86,] -0.0817315026
##  [87,] -0.4079478593
##  [88,] -1.5593609736
##  [89,]  1.3096368744
##  [90,] -2.1088221092
##  [91,]  0.8657069173
##  [92,]  0.1106132852
##  [93,]  1.7750224392
##  [94,]  0.4017333953
##  [95,]  0.9050078508
##  [96,] -0.7149084037
##  [97,] -0.1630644403
##  [98,] -0.3044359149
##  [99,] -0.5735667548
## [100,] -1.8851660325
## [101,]  1.2422315703
## [102,]  0.6323190307
## [103,]  0.7925220165
## [104,]  0.2923103836
## [105,]  0.5299542002
## [106,] -0.9211719729
## [107,] -1.3870605205
## [108,] -0.3711505504
## [109,]  0.9014279179
## [110,]  1.2393476776
## [111,] -0.5784208694
## [112,]  0.5029829681
## [113,]  0.0408638301
## [114,]  0.1356205999
## [115,]  0.4974604715
## [116,]  0.2462255140
## [117,]  0.2349259716
## [118,] -1.2617521046
## [119,]  0.0054317631
## [120,] -0.0843755060
## [121,] -0.2697958366
## [122,]  0.4767965209
## [123,] -0.7873699230
## [124,] -2.1088221092
## [125,] -0.6347355810
## [126,] -1.2695705927
## [127,] -0.7050943061
## [128,]  0.0043616456
## [129,] -1.1054718050
## [130,]  1.1286779082
## [131,]  0.1527656727
## [132,]  0.9964273884
## [133,] -1.3515087668
## [134,] -0.1960779861
## [135,] -0.0163129323
## [136,] -0.9211719729
## [137,]  0.2377128636
## [138,]  0.8422024360
## [139,]  0.9148792651
## [140,] -1.6315062791
## [141,] -1.4405990792
## [142,]  0.5476508055
## [143,] -0.7873699230
## [144,] -0.4947612766
## [145,]  0.0419190216
## [146,] -0.3307035299
## [147,]  0.2556626483
## [148,]  0.1864092587
## [149,] -0.4869664936
## [150,]  0.1777440274
## [151,] -1.6315062791
## [152,] -0.4239891410
## [153,] -0.7050943061
## [154,]  0.3673159857
## [155,] -0.6810104520
## [156,]  0.0879015100
## [157,]  1.6020723289
## [158,]  0.4547718891
## [159,]  0.2953341469
## [160,]  0.6793543873
## [161,]  0.8575122932
## [162,] -0.0639068425
## [163,] -1.3823799147
## [164,]  0.7860840199
## [165,]  0.7454664410
## [166,]  0.0441389300
## [167,]  0.6925109560
## [168,] -2.1088221092
## [169,]  0.6976001988
## [170,]  0.5476508055
## [171,]  2.7001949285
## [172,]  0.0379296195
## [173,]  0.3771685801
## [174,]  0.9050078508
## [175,] -0.5603438006
## [176,]  1.0368846883
## [177,] -1.1054718050
## [178,]  0.0642988366
## [179,]  0.4388510369
## [180,] -0.3934457634
## [181,] -0.3447678064
## [182,]  0.8032580028
## [183,]  0.8957992544
## [184,] -0.7873699230
## [185,]  0.3633197209
## [186,]  0.9473329061
## [187,]  0.8692637137
## [188,] -0.0657489014
## [189,]  0.2152057024
## [190,]  1.2302876752
## [191,] -0.1073390728
## [192,]  1.5140714749
## [193,] -0.5978823523
## [194,]  0.0772009873
## [195,]  1.0556167850
## [196,] -0.4994763753
## [197,] -0.7712721829
## [198,]  1.1374356272
## [199,] -0.6031950196
## [200,]  1.4428689510
## [201,]  1.0027635649
## [202,] -1.4405990792
## [203,] -0.3154208808
## [204,]  0.3116686461
## [205,]  0.4644826831
## [206,] -1.4038848917
## [207,]  1.0145344089
## [208,]  0.7297298293
## [209,]  2.8350336701
## [210,] -1.1916857894
## [211,] -1.3756054705
## [212,] -0.5064520997
## [213,]  0.0277850778
## [214,]  0.1510271489
## [215,] -0.1309743811
## [216,] -2.1088221092
## [217,]  0.6476232959
## [218,] -2.1088221092
## [219,] -0.3280930572
## [220,]  0.0889385929
## [221,]  0.3514170020
## [222,]  0.2979993991
## [223,]  0.3633197209
## [224,]  1.2252790397
## [225,]  0.3689187388
## [226,] -1.4985732335
## [227,] -0.0256352799
## [228,]  0.9686254306
## [229,] -0.0578000574
## [230,]  0.0408638301
## [231,]  0.1777840472
## [232,] -0.7873699230
## [233,] -1.1236719373
## [234,]  0.4919721095
## [235,] -0.4896489313
## [236,] -1.4038848917
## [237,]  1.6795233734
## [238,]  0.6207595985
## [239,]  1.0528595305
## [240,]  1.5331080148
## [241,]  0.1614599768
## [242,] -0.9003148493
## [243,] -0.2178173429
## [244,] -0.4596094264
## [245,]  1.7750224392
## [246,] -0.8940743677
## [247,]  0.7251996374
## [248,]  0.2471722507
## [249,] -1.7077130964
## [250,] -0.8566518841
## [251,] -0.7517008960
## [252,] -1.0888070551
## [253,] -0.6865619469
## [254,] -0.2606262944
## [255,]  0.3016736097
## [256,] -1.4985732335
## [257,]  0.6146840271
## [258,] -1.4233967865
## [259,]  0.6626700904
## [260,]  1.7750224392
## [261,]  0.4803143486
## [262,]  0.6072732009
## [263,] -0.0327049808
## [264,] -0.3234646260
## [265,]  0.5976724629
## [266,] -2.1088221092
## [267,] -0.4948147912
## [268,]  1.2593290723
## [269,] -0.8735307337
## [270,] -0.8421863556
## [271,] -0.0596811350
## [272,] -0.7756025712
## [273,] -0.7484616491
## [274,] -0.8735307337
## [275,] -1.1236719373
## [276,]  0.0732635254
## [277,] -1.7312130833
## [278,]  0.1166612249
## [279,] -0.0327049808
## [280,] -1.8851660325
## [281,] -0.7873699230
## [282,] -0.4527964417
## [283,] -1.4319299158
## [284,] -0.3872585653
## [285,]  0.1412443611
## [286,]  1.5490381782
## [287,]  0.9103334974
## [288,]  2.1492369167
## [289,]  1.0929827505
## [290,] -0.1368805809
## [291,] -0.1054198741
## [292,]  1.1696987906
## [293,] -0.7873699230
## [294,] -0.1162641102
## [295,] -0.6627721246
## [296,] -0.0916193284
## [297,]  0.7297298293
## [298,]  1.6021209446
## [299,] -0.6896948658
## [300,]  0.4017333953
## [301,] -0.5166544697
## [302,] -0.3955877536
## [303,] -0.6537454722
## [304,] -0.7873699230
## [305,]  0.2349653113
## [306,]  0.3286261864
## [307,]  0.6127215618
## [308,] -1.0142445066
## [309,]  1.3207792520
## [310,] -0.3934966383
## [311,]  0.8810767335
## [312,]  1.5362769875
## [313,] -0.4128221427
## [314,]  0.4246134925
## [315,]  0.8295178864
## [316,]  0.7297298293
## [317,]  1.4519856889
## [318,] -0.5760157644
## [319,] -0.0274486874
## [320,] -0.0327049808
## [321,]  0.0811328305
## [322,]  0.2855738463
## [323,] -0.3400526011
## [324,] -1.0432824294
## [325,]  1.1885071923
## [326,]  0.0215791784
## [327,] -0.5574166467
## [328,] -0.4564080435
## [329,] -0.0439149376
## [330,]  0.9759303463
## [331,] -1.3846017188
## [332,]  0.9516444844
## [333,]  0.1412443611
## [334,] -0.3955877536
## [335,]  0.7126737068
## [336,]  0.0120554203
## [337,] -1.3954067066
## [338,]  0.8386234417
## [339,]  0.7277609133
## [340,] -0.2672596004
## [341,] -0.0977494510
## [342,] -0.3568241761
## [343,] -0.2822443484
## [344,]  1.0368846883
## [345,]  2.1674914639
## [346,] -2.1088221092
## [347,]  0.2959897482
## [348,]  0.1614599768
## [349,] -0.5872448796
## [350,]  0.3478226115
## [351,] -0.1120172654
## [352,] -0.1236075288
## [353,] -0.2743078949
## [354,]  0.6072732009
## [355,]  0.2839015985
## [356,]  0.5886974282
## [357,]  0.3173311407
## [358,] -0.0927327364
## [359,]  0.2802498613
## [360,] -1.1433642979
## [361,] -0.1873350213
## [362,] -2.1088221092
## [363,] -0.2565111124
## [364,] -1.8851660325
## [365,]  0.0811328305
## [366,] -1.8851660325
## [367,]  0.1843358574
## [368,] -0.4030852725
## [369,] -0.7679982820
## [370,] -0.4324710958
## [371,] -1.9344306139
## [372,] -0.4948147912
## [373,] -0.5640123296
## [374,]  0.4082428652
## [375,]  0.3534395513
## [376,] -0.9922589842
## [377,]  0.3016736097
## [378,]  0.6476232959
## [379,] -0.6810104520
## [380,] -0.3794647339
## [381,] -0.2627145979
## [382,]  2.5233345861
## [383,] -0.0639068425
## [384,] -0.4778252230
## [385,] -0.8781132593
## [386,] -1.3678846894
## [387,]  1.1774341442
## [388,] -1.1600337883
## [389,] -0.3400526011
## [390,]  0.5138995603
## [391,]  0.1548600763
## [392,]  0.5800241841
## [393,] -0.1302119708
## [394,] -0.3200315169
## [395,] -0.0939637730
## [396,]  0.8483802240
## [397,]  0.7233296119
## [398,]  0.7364578564
## [399,]  1.3033334853
## [400,] -0.6897541029
## [401,] -1.8851660325
## [402,] -0.4248640431
## [403,] -0.8327521854
## [404,]  1.3723332992
## [405,] -0.7873699230
## [406,] -2.1088221092
## [407,] -1.8851660325
## [408,]  1.1853390093
## [409,] -1.1236719373
## [410,]  0.6591470622
## [411,]  0.3577143326
## [412,] -0.7873699230
## [413,] -0.0745177518
## [414,]  1.0454103544
## [415,]  0.9231611686
## [416,] -0.3153718935
## [417,] -2.1088221092
## [418,]  0.3859478283
## [419,] -0.0916193284
## [420,] -0.2776673456
## [421,] -1.7077130964
## [422,] -1.9344306139
## [423,]  1.1924172639
## [424,]  0.4505341003
## [425,]  0.6681563718
## [426,]  1.1189325899
## [427,] -0.5948412905
## [428,] -1.1068292082
## [429,] -0.2788776704
## [430,]  0.4046498174
## [431,]  0.2169097981
## [432,]  0.3209884526
## [433,] -0.4031363893
## [434,]  1.5646438138
## [435,]  0.1990700817
## [436,]  0.2923103836
## [437,] -0.1916790704
## [438,]  0.1060693669
## [439,]  0.3478226115
## [440,]  0.5126396069
## [441,] -0.9211719729
## [442,] -0.4810613200
## [443,] -0.6031950196
## [444,] -0.4288505734
## [445,] -0.5909650288
## [446,]  0.3016736097
## [447,] -0.8222884980
## [448,]  0.4777001244
## [449,]  0.2254336940
## [450,]  0.1412443611
## [451,]  1.0901959076
## [452,] -0.3280930572
## [453,] -0.1705603707
## [454,] -0.0327049808
## [455,]  1.0209779909
## [456,] -1.4985732335
## [457,] -1.4186118025
## [458,] -1.2136170141
## [459,]  0.7638275980
## [460,]  0.5476508055
## [461,] -1.1289638791
## [462,] -0.1873350213
## [463,]  0.9155256963
## [464,] -0.9486910331
## [465,] -0.1674072914
## [466,]  0.0357465415
## [467,] -1.2674978901
## [468,]  1.5039668293
## [469,]  1.0273932098
## [470,]  0.1067634504
## [471,]  0.4893613962
## [472,] -2.1088221092
## [473,] -1.0160295366
## [474,]  0.0550117990
## [475,]  0.0076404891
## [476,] -0.2356613802
## [477,]  1.3818929374
## [478,]  0.4082428652
## [479,] -0.6263001115
## [480,] -0.5909650288
## [481,]  0.4265711464
## [482,]  1.0454103544
## [483,]  1.5108569778
## [484,] -0.5036046468
## [485,]  1.3583411282
## [486,] -1.3756054705
## [487,] -1.1473421232
## [488,] -1.1144857693
## [489,]  0.1021723577
## [490,]  0.4767590949
## [491,] -0.6387595985
## [492,] -1.1236719373
## [493,]  0.2292191148
## [494,]  0.7030936905
## [495,]  0.9168999052
## [496,]  0.2868929568
## [497,] -0.6978335939
## [498,] -1.3136716189
## [499,]  0.4877886267
## [500,] -0.7873699230
## [501,]  0.7050224063
## [502,] -0.4239891410
## [503,]  0.2066560585
## [504,] -1.2695705927
## [505,] -0.8735307337
## [506,]  1.1168045407
## [507,] -0.4847247004
## [508,] -1.7077130964
## [509,]  0.3431234327
## [510,] -0.2652454483
## [511,]  0.4082428652
## [512,]  0.6822777011
## [513,]  0.3961766818
## [514,]  0.6117892954
## [515,] -0.2972869723
## [516,] -0.9147908113
## [517,] -1.0025848231
## [518,] -0.8128939939
## [519,]  0.1836194458
## [520,] -0.0327049808
## [521,] -0.0327049808
## [522,]  0.4803143486
## [523,] -0.2938963315
## [524,] -1.5687323378
## [525,] -1.1474188104
## [526,]  1.6843229333
## [527,] -0.0462131918
## [528,]  1.1123083674
## [529,]  0.5502480714
## [530,]  0.1614599768
## [531,] -0.7621978617
## [532,]  1.8731198488
## [533,] -0.7873699230
## [534,]  0.9297830020
## [535,]  0.3478226115
## [536,] -0.2504263963
## [537,] -1.3679722181
## [538,] -0.9003148493
## [539,]  1.4791924244
## [540,] -0.5856300242
## [541,]  0.1586479427
## [542,] -0.1729868427
## [543,] -0.7873699230
## [544,] -1.7077130964
## [545,] -0.3629701567
## [546,]  0.3199823792
## [547,] -0.6810104520
## [548,] -1.1788328036
## [549,] -1.7761151914
## [550,]  0.1701700101
## [551,] -0.5784208694
## [552,] -0.5626186308
## [553,] -0.2491065555
## [554,] -0.0327049808
## [555,]  0.9148792651
## [556,]  0.7413347647
## [557,]  0.3659826804
## [558,]  1.0209779909
## [559,] -0.0327049808
## [560,] -1.2617521046
## [561,]  1.0182071357
## [562,]  0.6528037276
## [563,] -2.1088221092
## [564,] -0.6263001115
## [565,]  0.1488897129
## [566,]  1.7750224392
## [567,]  0.2923103836
## [568,] -0.7107778905
## [569,]  0.6172743111
## [570,] -0.5166544697
## [571,]  1.5184670100
## [572,] -0.4401070455
## [573,] -0.1418943707
## [574,] -0.7180893694
## [575,] -0.1729868427
## [576,]  0.0248361952
## [577,]  0.7005601510
## [578,]  0.6037500341
## [579,]  1.3723332992
## [580,]  0.1233459195
## [581,] -2.1088221092
## [582,]  0.6268347874
## [583,]  0.3810460101
## [584,] -1.4038848917
## [585,]  0.2087153882
## [586,]  1.1852304448
## [587,]  0.0076404891
## [588,]  0.9112542690
## [589,]  0.2472114556
## [590,]  0.4235657572
## [591,] -1.7312130833
## [592,]  0.3451495599
## [593,]  0.1264764895
## [594,]  0.3954895911
## [595,]  0.3872684318
## [596,]  0.0076404891
## [597,]  0.2152057024
## [598,]  0.2979993991
## [599,]  0.0811328305
## [600,] -0.0958292626
## [601,]  0.2996657701
## [602,] -0.2672596004
## [603,] -0.1705603707
## [604,] -0.7050943061
## [605,]  0.4505716551
## [606,]  0.4010545197
## [607,] -0.1848929210
## [608,] -0.5572706237
## [609,] -0.8327521854
## [610,]  0.5476508055
## [611,]  1.2679795723
## [612,] -0.7873699230
## [613,] -0.2137918386
## [614,] -1.6975189541
## [615,]  1.3575475909
## [616,] -0.8025440242
## [617,] -0.1204739252
## [618,]  0.7251996374
## [619,]  0.2738370939
## [620,]  0.0861650442
## [621,] -1.0931798229
## [622,] -2.1088221092
## [623,] -0.2672596004
## [624,] -0.5036046468
## [625,]  0.4324116211
## [626,] -2.1088221092
## [627,] -1.7761151914
## [628,]  0.0968724046
## [629,] -1.0259116527
## [630,] -0.5143786297
## [631,] -0.7873699230
## [632,]  0.0772009873
## [633,] -1.5501406250
## [634,]  0.1272551765
## [635,]  0.3329316266
## [636,]  0.7544819050
## [637,]  0.5045158795
## [638,] -0.6411873471
## [639,]  0.5322865284
## [640,]  0.4903997976
## [641,] -1.3678846894
## [642,]  1.9265098136
## [643,] -0.9635708845
## [644,]  2.1761500154
## [645,] -0.7294936329
## [646,] -2.1088221092
## [647,]  0.2284728662
## [648,] -0.0638630860
## [649,]  0.2386618553
## [650,]  0.0979061807
## [651,] -1.1433642979
## [652,]  1.1064159597
## [653,] -2.1088221092
## [654,]  0.9059657611
## [655,] -0.6179019084
## [656,] -0.9486910331
## [657,] -0.0286468696
## [658,] -1.2611767413
## [659,]  1.2013591705
## [660,] -1.1236719373
## [661,]  0.7413347647
## [662,] -0.3982853022
## [663,] -0.1212331214
## [664,] -0.4239891410
## [665,]  0.7297298293
## [666,] -0.1096546894
## [667,] -1.9344306139
## [668,] -1.7077130964
## [669,]  0.7287333834
## [670,] -0.1662571599
## [671,] -1.2287628124
## [672,] -0.6713723471
## [673,]  1.2922214727
## [674,]  1.3033334853
## [675,]  0.4164337309
## [676,] -0.7050943061
## [677,] -0.4128221427
## [678,]  0.7867173965
## [679,] -0.8222884980
## [680,]  0.7242645945
## [681,] -0.0802299504
## [682,]  2.0851570943
## [683,]  1.0939862632
## [684,]  1.4495345538
## [685,]  1.2314054783
## [686,]  0.5592392583
## [687,]  0.3751557184
## [688,]  0.6976001988
## [689,]  1.5306159822
## [690,]  1.7750224392
## [691,] -0.0503004745
## [692,]  0.9050078508
## [693,] -1.1714257379
## [694,]  0.2291797105
## [695,]  0.3514552197
## [696,]  0.4541014749
## [697,]  0.4408420129
## [698,]  0.4732397492
## [699,]  0.1038989835
## [700,]  0.5723450450
## [701,]  0.7312953104
## [702,]  0.0900842233
## [703,]  0.4706232616
## [704,] -0.1706061868
## [705,] -0.8685019879
## [706,]  1.0771526258
## [707,]  0.5434882855
## [708,]  0.7799575152
## [709,]  0.3441871843
## [710,] -0.3400526011
## [711,] -0.3280930572
## [712,]  0.1517107217
## [713,] -0.0230544654
## [714,] -0.8889875068
## [715,]  0.8233574144
## [716,]  2.8350336701
## [717,] -0.5166544697
## [718,]  2.5233345861
## [719,] -0.4239891410
## [720,]  1.1664913320
## [721,] -0.6866210849
## [722,]  1.8373722190
## [723,] -0.4681912133
## [724,]  0.2434845190
## [725,] -0.5166544697
## [726,]  1.5975066807
## [727,] -0.9959714746
## [728,] -0.7050943061
## [729,]  0.1324510305
## [730,]  0.5502480714
## [731,]  0.0076404891
## [732,]  0.2189628821
## [733,] -0.8877896564
## [734,] -1.0927334660
## [735,] -0.2743559395
## [736,]  0.0978650756
## [737,] -0.2445997389
## [738,] -0.4142498924
## [739,]  0.2566460417
## [740,] -1.9344306139
## [741,]  1.4488107680
## [742,] -0.7050943061
## [743,] -0.6031950196
## [744,]  0.2839015985
## [745,]  0.8728605434
## [746,]  0.3441871843
## [747,] -0.7050943061
## [748,] -0.1096546894
## [749,]  0.4919721095
## [750,] -0.0775465448
## [751,] -0.2479129309
## [752,]  1.1531567493
## [753,] -1.5449720023
## [754,] -1.5903196737
## [755,] -1.6315062791
## [756,]  0.6556613498
## [757,] -0.6810104520
## [758,]  1.2130735410
## [759,]  0.4434315277
## [760,]  0.8321459683
## [761,]  0.1363076817
## [762,]  0.0053892140
## [763,] -0.7873699230
## [764,] -0.7499997021
## [765,]  0.5476508055
## [766,] -1.1433642979
## [767,] -0.4379173614
## [768,]  0.0679579721
## [769,]  0.4767590949
## [770,]  0.3504941387
## [771,] -1.3762220051
## [772,] -0.7873699230
## [773,]  0.8575122932
## [774,] -0.8565869962
## [775,] -1.0247022806
## [776,]  0.2070101198
## [777,]  0.9241225596
## [778,] -1.6315062791
## [779,]  0.1718577091
## [780,] -1.4038848917
## [781,]  0.4822943436
## [782,]  1.2291971134
## [783,]  0.0339762563
## [784,]  2.1519403480
## [785,] -1.7312130833
## [786,]  0.3633197209
## [787,]  0.1517107217
## [788,]  0.5065279733
## [789,] -1.7761151914
## [790,] -0.3247015429
## [791,] -0.0927327364
## [792,]  0.2781923164
## [793,] -0.4731614229
## [794,]  1.2091773243
## [795,] -0.5803657063
## [796,] -0.1848929210
## [797,] -1.4038848917
## [798,] -0.2133748510
## [799,] -0.2255011517
## [800,]  0.0961347681
## [801,] -0.6263001115
## [802,]  0.8386234417
## [803,]  0.1106542068
## [804,]  1.3096368744
## [805,]  0.3567926846
## [806,] -0.1848929210
## [807,] -0.5803657063
## [808,]  0.9686254306
## [809,]  0.2546147222
## [810,]  0.3843883243
## [811,]  0.5138995603
## [812,]  1.5229180097
## [813,]  2.0131856771
## [814,] -1.9344306139
## [815,] -0.7050943061
## [816,]  0.5996355694
## [817,] -0.6263001115
## [818,]  0.2959897482
## [819,]  1.9210543118
## [820,]  0.7181718899
## [821,]  0.6495856040
## [822,]  0.8330920307
## [823,]  0.2226764531
## [824,]  1.0368846883
## [825,]  1.2353737935
## [826,]  0.1028673908
## [827,]  1.6556112874
## [828,] -1.0142445066
## [829,]  0.5476508055
## [830,]  2.1411831565
## [831,] -0.1096546894
## [832,]  1.4543938502
## [833,] -0.7873699230
## [834,]  1.0796502541
## [835,]  0.1144988350
## [836,]  0.0310343528
## [837,] -0.7873699230
## [838,]  0.5502480714
## [839,]  0.0800928305
## [840,] -0.0981779070
## [841,] -0.5036046468
## [842,] -0.7873699230
## [843,]  0.5325548243
## [844,] -0.5336018460
## [845,]  0.2312255035
## [846,] -0.0760036505
## [847,]  0.4170730759
## [848,]  0.7181718899
## [849,] -0.1571901209
## [850,] -0.1674072914
## [851,] -0.2445997389
## [852,] -0.6810104520
## [853,] -0.4450598792
## [854,]  1.4951473021
## [855,]  1.2184619334
## [856,] -0.4352183504
## [857,] -0.7050943061
## [858,] -1.4985732335
## [859,]  0.7297298293
## [860,] -1.5109220962
## [861,]  0.2397537042
## [862,] -2.1088221092
## [863,]  0.5566434564
## [864,]  0.1683753278
## [865,] -0.0193132609
## [866,]  0.1233866618
## [867,] -0.1619165245
## [868,]  2.3949532375
## [869,]  2.0944667927
## [870,] -0.6496894908
## [871,] -0.5261328585
## [872,] -0.0916193284
## [873,]  0.1106132852
## [874,]  0.3725356688
## [875,]  0.2152057024
## [876,] -0.0112042562
## [877,] -0.0843313730
## [878,]  1.0368846883
## [879,]  0.7323291505
## [880,] -0.1916328194
## [881,]  1.3219779941
## [882,] -1.5903196737
## [883,]  1.2184203858
## [884,]  0.2996657701
## [885,]  0.0379716382
## [886,]  1.1570215408
## [887,]  2.8350336701
## [888,] -0.1096546894
## [889,] -1.1433642979
## [890,]  0.6002636593
## [891,] -1.0470336621
## [892,]  0.7805904564
## [893,] -1.9344306139
## [894,]  0.5557091594
## [895,]  0.7056514409
## [896,]  0.0076404891
## [897,] -1.5593609736
## [898,] -0.3353975408
## [899,] -0.7933134846
## [900,]  0.7997357320
## [901,]  0.0657576690
## [902,] -0.1271143334
## [903,]  0.4671012158
## [904,]  1.7001551913
## [905,]  0.6796855464
## [906,] -0.0193132609
## [907,]  0.1401188304
## [908,] -0.5454178473
## [909,]  0.4268353382
## [910,] -1.6874935610
## [911,]  1.1064159597
## [912,]  0.3689187388
## [913,]  0.7358275359
## [914,]  0.4496272720
## [915,]  0.2434845190
## [916,] -0.6810104520
## [917,] -1.9344306139
## [918,] -0.6263001115
## [919,]  0.7207319425
## [920,] -1.8851660325
## [921,]  1.8477475631
## [922,]  0.0054317631
## [923,]  1.2331623429
## [924,] -1.0142445066
## [925,]  0.3080032993
## [926,]  0.2839015985
## [927,] -2.1088221092
## [928,] -0.4079478593
## [929,]  0.3464915208
## [930,]  0.5540472487
## [931,]  0.6661933929
## [932,]  0.1084873009
## [933,]  0.0357885950
## [934,]  0.2788973752
## [935,]  1.2483529014
## [936,]  1.2922641395
## [937,] -1.4186118025
## [938,] -0.8940743677
## [939,]  0.2765557974
## [940,] -2.1088221092
## [941,] -0.8940743677
## [942,] -1.7077130964
## [943,]  1.3956621971
## [944,] -0.4128221427
## [945,]  0.0001586865
## [946,]  0.3441871843
## [947,] -0.1212331214
## [948,]  0.2630879650
## [949,]  0.1701700101
## [950,] -0.0327049808
## [951,]  1.0507720325
## [952,]  0.4199819166
## [953,]  0.6207595985
## [954,] -0.0152340293
## [955,]  1.3526981856
## [956,]  0.9407323841
## [957,]  2.8350336701
## [958,]  0.8266272905
## [959,]  0.8422024360
## [960,]  0.7886972549
mirt::itemfit(DGS_IRT_5)
##     item   S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_20 96.916      80      0.015  0.096
## 2 DGS_28 81.288      56      0.022  0.015
## 3 DGS_35 75.708      60      0.017  0.083
## 4 DGS_48 92.129      71      0.018  0.047
## 5 DGS_68 70.006      62      0.012  0.227
mirt::personfit(DGS_IRT_5)
##         outfit      z.outfit      infit      z.infit           Zh
## 1   0.87392304 -0.0340320462 0.94532339  0.099521492  0.167636999
## 2   0.38081434 -1.1297209224 0.37284224 -1.066040887  1.063593897
## 3   0.70573707 -0.3311984738 0.77928974 -0.189113353  0.677886889
## 4   0.67848094 -0.4468822756 0.71987583 -0.348690370  0.836050028
## 5   0.83536921 -0.0977698800 0.85669268 -0.062713015  0.564183211
## 6   0.43185923 -1.0579058530 0.54700002 -0.751819628  0.885300771
## 7   0.33089670 -1.4526428507 0.31488196 -1.515027771  0.715401041
## 8   0.35338253 -1.2593570357 0.35990244 -1.225076852  1.165275289
## 9   0.80589463 -0.1711193831 0.68346850 -0.436644817  0.225680219
## 10  0.71483308 -0.3470464485 0.72247701 -0.338512437  0.610041087
## 11  0.64040752 -0.4623323911 0.75876065 -0.221688798  0.876875346
## 12  0.20643213 -2.0112050929 0.22699613 -1.897639367  1.351309437
## 13  3.35007547  2.7439988528 3.02039214  2.504872215 -4.052332164
## 14  1.67939651  1.1507471491 1.72927573  1.219171797 -0.981991674
## 15  0.23493488 -1.6149705911 0.20234243 -1.743539948  1.047656629
## 16  0.32477013 -1.3177394174 0.28257048 -1.480492825  1.003508319
## 17  0.56443912 -0.7320943121 0.58788429 -0.674659868  1.185716154
## 18  0.78798229 -0.2239656757 0.90800161  0.018307589  0.630649423
## 19  1.78070184  1.2390054261 1.58422422  1.016832530 -0.833770941
## 20  0.23777877 -1.6511879145 0.23026553 -1.633316581  1.336654391
## 21  0.65001588 -0.3937452122 0.41672616 -0.863946042  0.374738788
## 22  0.46462421 -0.9358286252 0.54416743 -0.738165620  0.963361546
## 23  0.43703395 -1.0646509533 0.50480803 -0.879536759  1.014651292
## 24  0.69085819 -0.4141652703 0.57126687 -0.705285780  0.167175986
## 25  0.32893199 -1.3868423419 0.40079203 -1.134813299  1.292277866
## 26  0.43500952 -0.7209155715 0.38287933 -0.669256359  1.032725701
## 27  0.45674252 -0.5446099098 0.61325111 -0.162767590  0.870812374
## 28  0.29190370 -1.6062233998 0.38741721 -1.243244592  1.007942610
## 29  0.18431630 -1.7908478981 0.27231945 -1.365635948  1.183602217
## 30  1.39277096  0.7497946582 1.14225206  0.428271305 -0.244278874
## 31  0.48099828 -0.7764758346 0.77736285 -0.122308966  0.738358726
## 32  2.07427215  1.5750045116 2.49417315  1.966464343 -1.490978128
## 33  0.46226069 -0.8720763517 0.45225209 -0.891232053  1.012777134
## 34  0.17976149 -2.1543438594 0.22567078 -1.902403788  1.006150746
## 35  0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 36  2.91953644  2.4710019149 2.51987596  2.092816452 -4.436600000
## 37  0.44004165 -0.9817329541 0.50418755 -0.819291912  1.011449422
## 38  1.46007163  0.8712406196 1.42812419  0.834501635 -1.337774695
## 39  2.04866584  1.5763177109 1.73047613  1.230183051 -1.272795956
## 40  0.29533098 -1.5585926005 0.31756368 -1.485006549  0.889558834
## 41  0.23558822 -1.6551482527 0.18826816 -1.883820722  1.225256003
## 42  0.85278548  0.0612647380 0.95374022  0.245207411  0.405854943
## 43  0.76086200 -0.2196458083 0.72802284 -0.270410454  0.602310345
## 44  1.03521425  0.2616129119 1.34481013  0.705927013 -0.011088025
## 45  0.26889347 -1.7188383076 0.23369211 -1.865499187  1.072872799
## 46  0.36898469 -1.0576871759 0.32117248 -1.085163449  0.796727757
## 47  1.75453284  1.0867828783 2.83293491  1.759509518 -0.381789374
## 48  0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 49  0.38883566 -1.0067493601 0.66058567 -0.312127771  1.018650094
## 50  0.62851374 -0.5753971624 0.65878627 -0.504188616  0.842913366
## 51  2.31410489  1.6820176294 1.74647748  1.097576918 -1.813000182
## 52  0.19160925 -1.7643798105 0.26247667 -1.416892407  1.485337641
## 53  0.41933913 -1.1126679831 0.56253593 -0.722384710  1.108481188
## 54  1.04163354  0.2608108525 0.98335918  0.160111963 -0.196336029
## 55  1.24314301  0.5593217738 1.76043555  1.084173839 -0.213142432
## 56  1.00118112  0.1984231453 1.11330457  0.381961263 -0.249417840
## 57  0.18794563 -2.0648916183 0.15488876 -2.231625726  0.960002730
## 58  0.17132558 -2.0859619896 0.14308180 -2.231369097  1.581454880
## 59  0.32590468 -1.2715825715 0.34642115 -1.190335516  0.940183363
## 60  0.36773584 -1.3270272849 0.36575867 -1.332938359  1.407258153
## 61  1.91970254  1.4641285874 1.70325425  1.202461570 -1.487854164
## 62  0.17574689 -2.0374053657 0.20210430 -1.884280402  1.726805041
## 63  1.75624306  1.2945902530 1.73784687  1.268661038 -0.850264176
## 64  0.85638665 -0.0406137805 0.86213038 -0.021925794  0.534615927
## 65  0.04433912 -3.2805240665 0.04529245 -3.242182398  1.101176008
## 66  0.18144899 -2.1427438704 0.21429103 -1.960493557  1.016287742
## 67  1.27325906  0.6039274393 1.22912234  0.541174120 -0.071977211
## 68  3.18749354  2.5079977706 2.57090810  2.021735485 -2.990405474
## 69  1.95060208  1.3876324965 1.56262338  0.959195699 -1.558979080
## 70  2.77094213  2.2966768030 2.89961168  2.424396009 -3.052362159
## 71  0.53070094 -0.7337192836 0.69271762 -0.356454990  0.886045860
## 72  1.05250811  0.2865782856 1.17680228  0.479319673  0.068899670
## 73  1.13099837  0.4093307972 1.33014006  0.676654899  0.196136582
## 74  1.11485044  0.3843985359 1.00363230  0.193864293 -0.294775112
## 75  1.09423822  0.3609896640 1.24105134  0.548426337 -0.118543655
## 76  0.15294357 -2.2390755202 0.14150984 -2.329411223  1.004076703
## 77  0.19160925 -1.7643798105 0.26247667 -1.416892407  1.485337641
## 78  0.65980595 -0.4926867054 0.53806270 -0.799553507  0.069119416
## 79  0.80562801 -0.1410888607 0.73016373 -0.296195979  0.110778588
## 80  0.49522753 -0.9144895380 0.55670620 -0.752222627  0.705214802
## 81  0.51937355 -0.7460800504 0.66479923 -0.415016433  0.858045946
## 82  0.14602172 -2.3538206508 0.13387651 -2.424799292  1.094721068
## 83  1.16396338  0.4581972788 0.91312236  0.057592688  0.117015127
## 84  0.17132558 -2.0859619896 0.14308180 -2.231369097  1.581454880
## 85  0.22400503 -1.9005606458 0.22217741 -1.912184779  1.094771144
## 86  0.80486339 -0.1504554677 1.12179713  0.395242506  0.539547859
## 87  0.31220993 -1.3251019654 0.37898672 -1.100691711  1.271359632
## 88  0.61265333 -0.3562600424 0.50709820 -0.423209983  0.718364213
## 89  0.16250601 -2.0181533248 0.13164696 -2.167653552  1.558563761
## 90  0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 91  0.44122079 -1.0399326588 0.51871513 -0.812243712  1.135861344
## 92  0.74306027 -0.2950901174 0.78324099 -0.217364541  0.329953043
## 93  0.17500401 -1.9453121624 0.24310671 -1.535911258  1.312353107
## 94  1.39144894  0.8106047311 1.39442546  0.813638325 -0.182453165
## 95  0.11825324 -2.4188973155 0.10505473 -2.493592042  1.538458162
## 96  1.15784326  0.4477353983 0.92095253  0.106907612 -0.354046892
## 97  0.44004165 -0.9817329541 0.50418755 -0.819291912  1.011449422
## 98  0.99730608  0.2022825754 1.44067612  0.834222065  0.240449309
## 99  1.23269579  0.5516901509 1.42567040  0.792171309 -0.428778464
## 100 0.45674252 -0.5446099098 0.61325111 -0.162767590  0.870812374
## 101 0.17443116 -1.9636776093 0.15812141 -2.027491709  1.305645767
## 102 0.73733002 -0.3280281739 0.90309965  0.012056310  0.822474290
## 103 1.67896925  1.1771148415 1.55227952  1.011454940 -1.391536015
## 104 0.27988874 -1.6495879606 0.23764786 -1.837672965  1.187021235
## 105 0.67922607 -0.4632901230 0.57819127 -0.702975584  0.669106701
## 106 0.26390435 -1.3993341340 0.19434508 -1.525171648  1.117539254
## 107 1.51325176  0.8599267717 1.57334088  0.872168955 -0.303846425
## 108 0.57790344 -0.5924446478 0.76388997 -0.201827169  0.915006859
## 109 0.51204647 -0.8324717141 0.60288837 -0.594772295  1.280696641
## 110 0.55380598 -0.6747745832 0.43604262 -0.970010379  0.730391524
## 111 1.64908246  1.0625635218 2.30196103  1.681135371 -0.823961498
## 112 1.37206528  0.7835349756 1.43637524  0.872439081 -0.202117955
## 113 0.61878433 -0.5615834542 0.52498324 -0.806994804  0.677014273
## 114 1.73419003  1.2398010543 1.40648177  0.822018922 -0.707438765
## 115 0.17976149 -2.1543438594 0.22567078 -1.902403788  1.006150746
## 116 1.18091612  0.4904228385 1.06575077  0.302329646  0.034762763
## 117 1.22268613  0.5552580331 1.28703969  0.653697648 -0.380515834
## 118 0.47182928 -0.7222077683 0.42801526 -0.679314104  0.916097691
## 119 1.74193228  1.2305691511 1.87951407  1.399053682 -0.737198762
## 120 0.60898459 -0.5639679702 0.68475961 -0.403807746  0.764662279
## 121 0.39326193 -1.0948483663 0.41017498 -1.052067221  0.749151069
## 122 0.36630639 -1.3423894678 0.36805665 -1.327405363  1.394837957
## 123 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 124 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 125 1.09109497  0.3521574396 1.20156981  0.506304129 -0.068777941
## 126 0.98663347  0.2131828057 0.84341952  0.052068556  0.327422062
## 127 0.04898706 -2.7118668018 0.04855207 -2.585624430  1.480299962
## 128 2.54878777  2.0584700769 2.47412282  2.008186887 -2.719251557
## 129 0.68123064 -0.3044231032 0.85400885  0.046081843  0.478085727
## 130 0.93675377  0.0944664482 0.91691460  0.062687833 -0.055137249
## 131 1.15100127  0.4420334565 1.14647338  0.435253833  0.210045821
## 132 0.68263085 -0.4065697688 0.77763076 -0.204346618  0.524841632
## 133 3.00781646  2.1132331453 3.49097810  2.192918759 -1.940611366
## 134 0.34285218 -1.2730904201 0.31002856 -1.402563898  0.863041834
## 135 0.83536921 -0.0977698800 0.85669268 -0.062713015  0.564183211
## 136 0.26390435 -1.3993341340 0.19434508 -1.525171648  1.117539254
## 137 0.69841788 -0.4058038770 0.57447596 -0.705400131  0.429660417
## 138 0.28047179 -1.5990651503 0.27198802 -1.617278856  1.437485688
## 139 0.21493542 -1.8598711819 0.22921283 -1.776329849  1.435264550
## 140 1.04954006  0.3183197951 1.55493177  0.834904328  0.031681990
## 141 0.52859224 -0.5526335829 0.53327237 -0.409748098  0.653612038
## 142 0.04433912 -3.2805240665 0.04529245 -3.242182398  1.101176008
## 143 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 144 1.26275812  0.5936269892 1.20491455  0.513211553 -0.142102401
## 145 0.19881660 -1.9365216670 0.22347530 -1.841579344  1.163212771
## 146 0.49833025 -0.7915405379 0.48354913 -0.831088489  0.688651725
## 147 0.67342633 -0.4642765104 0.78783106 -0.217191467  0.881702373
## 148 0.60555057 -0.6161735714 0.70793718 -0.383861935  0.985312968
## 149 1.09028689  0.3497513012 1.21016763  0.520560244 -0.343528990
## 150 0.18419117 -2.0650675566 0.21584276 -1.918329721  1.269389682
## 151 1.04954006  0.3183197951 1.55493177  0.834904328  0.031681990
## 152 0.08632447 -2.4475122868 0.07674521 -2.507773545  1.276896611
## 153 0.04898706 -2.7118668018 0.04855207 -2.585624430  1.480299962
## 154 1.57663815  1.0636877860 1.54972195  1.027076594 -0.439731314
## 155 0.18738650 -1.7641322285 0.25679224 -1.397791968  1.387934348
## 156 0.50639651 -0.8533313062 0.51632436 -0.838347857  0.928497030
## 157 0.34199042 -1.2632665179 0.40788944 -1.012475901  1.208621712
## 158 1.93803193  1.5116683485 1.62524032  1.126606895 -1.331277383
## 159 0.98190329  0.1558811491 0.81254769 -0.168021899  0.126152330
## 160 4.80835937  3.8412559402 4.37882705  3.539667392 -7.582480787
## 161 0.19792742 -1.9655820086 0.17288969 -2.078519337  1.208979274
## 162 0.33824249 -1.3259510840 0.42919159 -1.053278766  1.186070639
## 163 0.79854347 -0.0657902716 0.84754179  0.073229261  0.472154768
## 164 0.23860997 -1.7966463585 0.26605340 -1.659577694  1.144505659
## 165 0.90369091  0.0151243163 0.93880641  0.082748033  0.287172656
## 166 0.71483308 -0.3470464485 0.72247701 -0.338512437  0.610041087
## 167 1.77877353  1.3108166798 1.75121113  1.269998950 -1.156021812
## 168 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 169 0.68420457 -0.4409797584 0.91325896  0.033723524  0.151485229
## 170 0.04433912 -3.2805240665 0.04529245 -3.242182398  1.101176008
## 171 0.44131268 -0.6599799120 0.49477493 -0.474868711  1.238672136
## 172 0.38566570 -1.1968477252 0.39117692 -1.196245715  0.947808318
## 173 0.67643597 -0.4672525749 0.78149800 -0.234422068  0.759138602
## 174 0.11825324 -2.4188973155 0.10505473 -2.493592042  1.538458162
## 175 6.26287686  4.1658155421 7.44267597  4.583014959 -7.190750769
## 176 0.02964748 -3.2713666423 0.02872786 -3.259823125  1.927493880
## 177 0.68123064 -0.3044231032 0.85400885  0.046081843  0.478085727
## 178 0.64803677 -0.4974147386 0.91720486  0.045125139  0.758390070
## 179 0.60449892 -0.6431163608 0.64058853 -0.550745561  0.165988277
## 180 1.57391596  0.9894792516 1.51739207  0.920021520 -1.029078251
## 181 0.38659880 -1.0987609936 0.35146019 -1.208389085  1.048402601
## 182 0.35164498 -1.3440367459 0.39434653 -1.187479309  0.985030014
## 183 0.57947107 -0.6604822012 0.55950381 -0.701626821  0.413250281
## 184 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 185 0.11211277 -2.5824175146 0.10664881 -2.621016425  1.142478762
## 186 1.33857715  0.7165282591 1.59123263  1.044775139 -0.552299920
## 187 0.46595621 -0.9669496460 0.55233609 -0.724472406  0.675791781
## 188 1.58736922  1.0359875859 1.35901299  0.744160381 -1.438750417
## 189 0.15603341 -2.2394177639 0.21070919 -1.952580937  1.564538031
## 190 1.31665386  0.6755131292 1.10984168  0.377502551 -0.516757781
## 191 1.43585908  0.8400450339 1.25851837  0.600207800 -0.651365190
## 192 0.54922383 -0.6782720299 0.69288283 -0.338654837  0.719606872
## 193 1.47425387  0.8590320635 1.48530035  0.860447098 -0.646462059
## 194 0.36966301 -1.2600102441 0.43157745 -1.078635657  1.208898860
## 195 0.61631783 -0.5472547159 0.52377306 -0.763544955  0.103603494
## 196 2.00605235  1.4444696843 3.16172355  2.389179015 -1.439757034
## 197 0.78965297 -0.1294241848 0.61948500 -0.412809300  0.273575461
## 198 1.39633094  0.7854355969 1.63033774  1.073797181 -0.278205203
## 199 0.10284523 -2.2654206894 0.10260881 -2.192289374  1.271531825
## 200 2.04493902  1.5184465637 2.13969256  1.590426658 -1.440374869
## 201 1.65853658  1.1259890120 1.63185454  1.088498491 -1.376290418
## 202 0.52859224 -0.5526335829 0.53327237 -0.409748098  0.653612038
## 203 1.05483975  0.2937168750 1.18839031  0.493283177  0.137552862
## 204 0.20836315 -1.9799815610 0.24221333 -1.819314378  1.100257417
## 205 0.69564956 -0.4259581754 0.58413992 -0.690072444  0.666005944
## 206 0.27069203 -1.2379800559 0.17761980 -1.332156858  1.184958629
## 207 0.92934160  0.0766192180 0.85250358 -0.059454374  0.383684719
## 208 0.18794563 -2.0648916183 0.15488876 -2.231625726  0.960002730
## 209 0.60273469 -0.2836876878 0.79379995  0.037307883  1.122279150
## 210 1.05903693  0.3134780639 1.22510830  0.529469071 -0.124470712
## 211 2.63906712  1.8453844473 4.41582569  2.638190584 -1.417054730
## 212 0.44914724 -0.8921075136 0.46637656 -0.826391273  0.828438198
## 213 0.53251867 -0.7719334128 0.45870166 -0.987898750  0.529385391
## 214 0.59966061 -0.6251739117 0.51168680 -0.860941079  0.500405968
## 215 0.94463705  0.1076351828 0.69474267 -0.375595677  0.027558333
## 216 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 217 0.29190370 -1.6062233998 0.38741721 -1.243244592  1.007942610
## 218 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 219 0.53019997 -0.7121415987 0.54681361 -0.673197403  0.992155780
## 220 0.97208594  0.1452877841 1.04945651  0.276435515  0.132692002
## 221 0.48807194 -0.9491890062 0.55159528 -0.773079314  0.949396377
## 222 0.70267387 -0.4018958729 0.65001417 -0.524302008  0.474664788
## 223 0.11211277 -2.5824175146 0.10664881 -2.621016425  1.142478762
## 224 0.28704585 -1.4704084073 0.30089594 -1.401582421  1.263958611
## 225 0.25523293 -1.7696190558 0.27620206 -1.675921267  1.035949381
## 226 1.75453284  1.0867828783 2.83293491  1.759509518 -0.381789374
## 227 0.40579604 -1.1166011335 0.36774590 -1.256627386  0.855305849
## 228 0.17574689 -2.0374053657 0.20210430 -1.884280402  1.726805041
## 229 2.14021040  1.6518454655 1.89624314  1.407093098 -2.156217531
## 230 0.61878433 -0.5615834542 0.52498324 -0.806994804  0.677014273
## 231 0.73347274 -0.3227650930 0.73438449 -0.325390966  0.636550168
## 232 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 233 0.24857600 -1.4092939842 0.17805701 -1.485044935  1.197830944
## 234 0.30512493 -1.5695907957 0.27947176 -1.662492918  1.124168220
## 235 5.28898793  3.7186101921 5.00278137  3.523741009 -6.419953672
## 236 0.27069203 -1.2379800559 0.17761980 -1.332156858  1.184958629
## 237 0.52049383 -0.7507384268 0.44806801 -0.892198894  1.037432276
## 238 0.25496616 -1.7673401350 0.29621818 -1.578255246  1.045667025
## 239 0.14373391 -2.1881947922 0.18151038 -1.957757433  1.289620863
## 240 0.19230335 -1.8578499243 0.19161624 -1.805211836  1.254101339
## 241 0.04077820 -3.2326471187 0.03871204 -3.289662059  1.383870383
## 242 0.38131246 -1.0241983502 0.44171612 -0.767542412  1.207245046
## 243 4.65379392  3.4866688405 4.59995111  3.479204515 -6.058504587
## 244 4.78774667  3.4607255391 5.00735466  3.547531053 -5.049312865
## 245 0.17500401 -1.9453121624 0.24310671 -1.535911258  1.312353107
## 246 0.42730381 -0.8979953979 0.40902880 -0.850882093  1.003746179
## 247 1.39604018  0.8105361569 1.17513608  0.480374105 -0.395249126
## 248 0.49522753 -0.9144895380 0.55670620 -0.752222627  0.705214802
## 249 0.64956833 -0.2523151606 0.83109704  0.098503925  0.717503281
## 250 1.11157989  0.3830788986 1.16395953  0.455879618 -0.348061776
## 251 2.21681727  1.6146150145 2.92629805  2.111620596 -1.687972529
## 252 1.54036316  0.9118105686 2.11388055  1.385545468 -0.402605129
## 253 0.68662813 -0.3288091501 0.71120193 -0.252573149  0.735910148
## 254 2.34746321  1.8079055897 1.93650805  1.411412590 -2.427314325
## 255 0.22400503 -1.9005606458 0.22217741 -1.912184779  1.094771144
## 256 1.75453284  1.0867828783 2.83293491  1.759509518 -0.381789374
## 257 0.41575070 -1.1684995603 0.42136065 -1.138754645  0.753890442
## 258 0.77600960 -0.0973161906 0.76749314 -0.033294519  0.128527073
## 259 0.25179974 -1.7728288535 0.29518387 -1.573923959  0.987919927
## 260 0.17500401 -1.9453121624 0.24310671 -1.535911258  1.312353107
## 261 0.41187831 -1.1891799149 0.45250569 -1.054255644  0.907126923
## 262 0.53825997 -0.8105905505 0.54479671 -0.784049388  0.973636618
## 263 0.06335127 -2.8421408818 0.06976905 -2.813390463  1.353530320
## 264 0.71528782 -0.3028579805 0.75350912 -0.228360559  0.657151655
## 265 0.08036337 -2.8551613092 0.09904062 -2.665311718  1.391504194
## 266 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 267 0.20600240 -1.7212272730 0.28464739 -1.377372791  1.328014485
## 268 0.72670376 -0.2913825737 0.66737129 -0.406243605  0.272618058
## 269 0.38883566 -1.0067493601 0.66058567 -0.312127771  1.018650094
## 270 0.87524248  0.0214940364 1.21779279  0.524161091  0.351392579
## 271 3.45520544  2.7739979008 3.15344966  2.570977721 -4.528205948
## 272 0.97958672  0.1866032158 1.04204919  0.290025197  0.115035658
## 273 0.81756744 -0.0811709013 1.15763736  0.447328309  0.590223541
## 274 0.38883566 -1.0067493601 0.66058567 -0.312127771  1.018650094
## 275 0.24857600 -1.4092939842 0.17805701 -1.485044935  1.197830944
## 276 1.16974918  0.4704469625 1.15074386  0.441460017 -0.260081540
## 277 0.28145810 -1.0467232387 0.19138953 -1.107685640  1.110242084
## 278 0.55361101 -0.7345709888 0.59085930 -0.650160969  0.734364186
## 279 0.06335127 -2.8421408818 0.06976905 -2.813390463  1.353530320
## 280 0.45674252 -0.5446099098 0.61325111 -0.162767590  0.870812374
## 281 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 282 1.85509617  1.2960964204 1.80170761  1.231527672 -1.467423041
## 283 0.68552146 -0.2507158810 0.65525851 -0.202684656  0.335401501
## 284 0.61012671 -0.5175524535 0.90631914  0.055959688  0.423565670
## 285 0.81396476 -0.1530242689 0.83831506 -0.108904160  0.782509870
## 286 1.62265134  1.0593722771 1.34373378  0.702362473 -1.413083860
## 287 2.04651685  1.5777637884 1.80541885  1.304120927 -1.513345675
## 288 1.35854156  0.7169107123 1.68851523  1.056474451 -0.046410028
## 289 0.85328389 -0.0563518292 0.83844591 -0.080166579  0.086134187
## 290 2.14512994  1.6401967967 2.23624429  1.743889252 -2.091440743
## 291 0.63893567 -0.4922782503 0.58498584 -0.628387121  0.479640454
## 292 0.17159514 -1.9936561476 0.13906680 -2.157477602  1.433783562
## 293 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 294 0.52191567 -0.7705813812 0.48420552 -0.883791402  0.601573940
## 295 1.21565669  0.5275533248 1.47428445  0.841365817 -0.388147635
## 296 0.25634464 -1.6256622899 0.36158592 -1.258241132  1.263597985
## 297 0.18794563 -2.0648916183 0.15488876 -2.231625726  0.960002730
## 298 0.65238580 -0.4430928393 0.61134730 -0.505282396  0.885819757
## 299 0.68936758 -0.3231548631 0.46115338 -0.785314190  0.129058028
## 300 1.39144894  0.8106047311 1.39442546  0.813638325 -0.182453165
## 301 0.08995295 -2.3871580064 0.08524519 -2.376209190  1.400064118
## 302 0.87860762  0.0074280034 1.09160171  0.351216797  0.220728485
## 303 1.57107528  0.9697924123 1.62073554  1.005831206 -0.753875199
## 304 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 305 0.22523896 -1.8766655702 0.21675953 -1.926961694  0.892209005
## 306 0.83117686 -0.1312690586 0.97341133  0.139803950  0.706133091
## 307 0.23074426 -1.8796692151 0.26341548 -1.715345996  0.678713866
## 308 0.29240921 -1.2801208406 0.24307874 -1.293115100  1.340717642
## 309 0.37402152 -1.1622557767 0.44483123 -0.935611742  1.154864155
## 310 2.07987187  1.5309410488 2.27821766  1.713709111 -0.913931700
## 311 0.74894922 -0.2794429317 0.94453479  0.099239619  0.917385405
## 312 2.36734185  1.8285545660 2.29547154  1.728619467 -1.914574408
## 313 0.53174189 -0.6956713369 0.58767163 -0.558864662  1.070544596
## 314 0.99014559  0.1686473409 1.06340619  0.297717646 -0.303585206
## 315 0.67893476 -0.4370952003 0.68272333 -0.421967919  0.265424629
## 316 0.18794563 -2.0648916183 0.15488876 -2.231625726  0.960002730
## 317 0.48149200 -0.8495020980 0.56841138 -0.612124156  0.787317664
## 318 3.68004991  2.7586681573 4.51866056  3.201652315 -4.368664847
## 319 0.95341563  0.1178181408 1.01744959  0.224957915  0.565531619
## 320 0.06335127 -2.8421408818 0.06976905 -2.813390463  1.353530320
## 321 0.18586299 -2.0187728678 0.26406020 -1.673602369  1.425840415
## 322 2.17648055  1.7596396152 2.13042052  1.713329046 -2.000065633
## 323 0.17236313 -1.9277958658 0.15179156 -2.039904916  1.250983340
## 324 0.52845873 -0.6289441324 0.48683101 -0.619443128  0.748916203
## 325 0.88724902  0.0098414414 0.98086228  0.173106783  0.138750144
## 326 1.80462501  1.3056791490 1.51017035  0.953785846 -1.341353656
## 327 2.77014550  2.1094680806 3.42100799  2.542147562 -2.629114264
## 328 0.49271524 -0.7860443662 0.73494905 -0.244945628  0.954882704
## 329 0.68309655 -0.4037329973 0.50874045 -0.833725249  0.493313930
## 330 0.25186398 -1.6723726966 0.24743706 -1.675430140  1.318339605
## 331 1.28886752  0.6088677315 1.36421032  0.673349349 -0.104477017
## 332 1.19728967  0.5114047616 1.39205427  0.787050495 -0.283017682
## 333 0.81396476 -0.1530242689 0.83831506 -0.108904160  0.782509870
## 334 0.87860762  0.0074280034 1.09160171  0.351216797  0.220728485
## 335 0.45087594 -1.0443421871 0.56318123 -0.722951590  0.628435616
## 336 2.55930252  2.0702260391 2.55249403  2.082972527 -3.186951448
## 337 0.42361569 -0.8048517645 0.30295664 -0.934472215  0.866538410
## 338 0.22721931 -1.8305187823 0.22821465 -1.807938063  1.395705389
## 339 0.61564088 -0.5986668645 0.72266654 -0.346093061  0.500979200
## 340 0.23558822 -1.6551482527 0.18826816 -1.883820722  1.225256003
## 341 5.19644283  3.8600656676 5.30197969  3.958521676 -7.624301831
## 342 1.55493394  0.9697188502 1.26942856  0.605612912 -0.973058778
## 343 0.60117997 -0.5515082006 0.50599653 -0.785613690  0.201806355
## 344 0.02964748 -3.2713666423 0.02872786 -3.259823125  1.927493880
## 345 4.29212467  3.1282132742 5.45963260  3.507049695 -3.267496608
## 346 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 347 0.07697446 -2.8662914801 0.06952230 -2.946653939  1.203298829
## 348 0.04077820 -3.2326471187 0.03871204 -3.289662059  1.383870383
## 349 4.27318115  3.1244021522 4.43505503  3.147599724 -3.954221274
## 350 0.16315126 -2.2357252372 0.19509312 -2.054745627  1.424643282
## 351 0.32358511 -1.3629157779 0.30657001 -1.444462380  0.811248491
## 352 0.16399274 -2.0522959629 0.14840686 -2.169473683  1.101038888
## 353 0.21226116 -1.7555345989 0.21788152 -1.740755555  1.083169144
## 354 0.53825997 -0.8105905505 0.54479671 -0.784049388  0.973636618
## 355 0.21548130 -1.9375818757 0.26418967 -1.718059995  1.474005064
## 356 0.51629543 -0.8722180421 0.57268431 -0.713010209  0.960837268
## 357 0.53251317 -0.8215589644 0.65875524 -0.504727299  0.815433657
## 358 0.96601566  0.1425138179 0.99481432  0.188817791  0.499372653
## 359 0.36186299 -1.3365608928 0.41976091 -1.148070821  1.201654171
## 360 0.54186147 -0.5842970041 0.49662235 -0.568584230  1.010621307
## 361 0.88078083 -0.0011262462 0.90698412  0.041943684  0.008880621
## 362 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 363 5.74729786  4.0615214672 4.22783884  3.229006533 -6.443035005
## 364 0.45674252 -0.5446099098 0.61325111 -0.162767590  0.870812374
## 365 0.18586299 -2.0187728678 0.26406020 -1.673602369  1.425840415
## 366 0.45674252 -0.5446099098 0.61325111 -0.162767590  0.870812374
## 367 0.78444220 -0.2164440674 0.68841823 -0.427280325  0.427468481
## 368 0.87785236  0.0065163559 0.83810928 -0.061126427  0.457643402
## 369 1.00656787  0.2278926585 1.23604377  0.548442391  0.086705428
## 370 0.35794453 -1.1692427106 0.25195859 -1.526894349  1.075639396
## 371 0.34804376 -0.7560590446 0.31014880 -0.691970225  1.140850509
## 372 0.20600240 -1.7212272730 0.28464739 -1.377372791  1.328014485
## 373 1.41433334  0.7873418642 1.90732607  1.318014045 -0.600945013
## 374 0.30840842 -1.5531117896 0.30189688 -1.572892121  0.994317317
## 375 0.12849394 -2.4603411131 0.10226282 -2.655140342  1.134060937
## 376 0.66060093 -0.3557125452 0.93534715  0.152402329  0.629587444
## 377 0.22400503 -1.9005606458 0.22217741 -1.912184779  1.094771144
## 378 0.29190370 -1.6062233998 0.38741721 -1.243244592  1.007942610
## 379 0.18738650 -1.7641322285 0.25679224 -1.397791968  1.387934348
## 380 0.99463925  0.2002104162 1.05183952  0.290525939  0.038954184
## 381 0.36955068 -1.1696297462 0.31216794 -1.370723873  0.999588894
## 382 0.79657863 -0.0634269483 0.96240888  0.212056293  0.565266009
## 383 0.33824249 -1.3259510840 0.42919159 -1.053278766  1.186070639
## 384 0.98348033  0.1851771368 1.58827329  0.992993666  0.355822656
## 385 1.65264398  1.0478985912 1.51781636  0.868447337 -1.017763254
## 386 1.79693961  1.1469696634 1.60741504  0.904912421 -0.671394411
## 387 0.29531390 -1.4473853043 0.40185347 -1.078797438  1.457965324
## 388 0.53732855 -0.5916464212 0.42143516 -0.729383977  0.616581591
## 389 0.17236313 -1.9277958658 0.15179156 -2.039904916  1.250983340
## 390 0.78798229 -0.2239656757 0.90800161  0.018307589  0.630649423
## 391 0.42051374 -1.1165057980 0.34648114 -1.373718514  0.719882219
## 392 0.90065042  0.0030091326 0.89029111 -0.014024866  0.266709137
## 393 0.33108857 -1.3313911913 0.42342445 -1.053069268  1.131572773
## 394 0.27051370 -1.4987185341 0.34457597 -1.239496373  1.198021370
## 395 0.76968759 -0.2181234778 0.77786761 -0.208816315  0.222668799
## 396 0.11748002 -2.4511410958 0.10854595 -2.493719937  1.729041027
## 397 0.80196704 -0.1852660304 0.67130081 -0.460636567  0.525445864
## 398 1.83721938  1.3747264224 1.65536339  1.147751775 -1.321104219
## 399 0.28778948 -1.4584255688 0.30944616 -1.358148384  1.215461130
## 400 1.94305955  1.3625483645 1.80245105  1.189159123 -1.558991097
## 401 0.45674252 -0.5446099098 0.61325111 -0.162767590  0.870812374
## 402 1.66285422  1.0896118499 1.17369442  0.470770121 -0.656827143
## 403 0.44645995 -0.8557752491 0.51573154 -0.616047291  0.749737064
## 404 0.64667668 -0.4553913131 0.56843696 -0.617634372  0.513122968
## 405 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 406 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 407 0.45674252 -0.5446099098 0.61325111 -0.162767590  0.870812374
## 408 2.18127369  1.6677659453 2.09627886  1.573225509 -2.167342531
## 409 0.24857600 -1.4092939842 0.17805701 -1.485044935  1.197830944
## 410 0.46805428 -1.0021034664 0.49049023 -0.926387450  0.964495449
## 411 0.80019116 -0.1957654865 0.71378836 -0.380411736  0.567948227
## 412 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 413 0.88302347 -0.0046428874 1.14492109  0.431249412  0.323612002
## 414 0.42331535 -1.0513937690 0.42865761 -1.024764701  0.727874325
## 415 0.39834056 -1.1567834864 0.32636074 -1.384928046  0.655835600
## 416 0.80101676 -0.1375107025 0.78887716 -0.161575867  0.386024615
## 417 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 418 1.82724539  1.3787506766 1.99743165  1.573397681 -1.380703427
## 419 0.25634464 -1.6256622899 0.36158592 -1.258241132  1.263597985
## 420 0.35338881 -1.2177042553 0.31379618 -1.359449920  0.821767901
## 421 0.64956833 -0.2523151606 0.83109704  0.098503925  0.717503281
## 422 0.34804376 -0.7560590446 0.31014880 -0.691970225  1.140850509
## 423 0.89636064  0.0261518970 1.00352903  0.210333590  0.186464343
## 424 1.25489798  0.6084608160 1.49621570  0.955667756 -0.300988715
## 425 0.63346402 -0.5625914940 0.52964692 -0.817211915  0.532261501
## 426 0.26459637 -1.5783036760 0.26262137 -1.570498260  1.014897485
## 427 1.40300596  0.7721329006 1.25046827  0.571602919 -0.581799758
## 428 2.16391216  1.5227762360 3.42129778  2.272512402 -1.140184121
## 429 0.42180431 -1.0087275749 0.41039194 -1.048662997  0.878727177
## 430 0.20172209 -2.0308084304 0.21909228 -1.936313451  1.372020342
## 431 2.15323467  1.7233889997 2.13403813  1.709629397 -1.899527972
## 432 0.63920256 -0.5508820193 0.75005250 -0.299805085  0.436202529
## 433 0.50425038 -0.7649055448 0.60475796 -0.522785351  0.934539378
## 434 0.89858356  0.0339937508 0.89427054  0.036954489 -0.161064460
## 435 1.52385075  0.9819848234 1.65095207  1.149841670 -0.936462859
## 436 0.27988874 -1.6495879606 0.23764786 -1.837672965  1.187021235
## 437 0.13925281 -2.1681591700 0.12614407 -2.274883555  1.070064200
## 438 1.57854628  1.0438498513 1.32589728  0.706394782 -0.435275388
## 439 0.16315126 -2.2357252372 0.19509312 -2.054745627  1.424643282
## 440 1.30217901  0.6803637623 1.40288035  0.825063143 -0.606442637
## 441 0.26390435 -1.3993341340 0.19434508 -1.525171648  1.117539254
## 442 3.23434582  2.4760874556 3.13747503  2.379936868 -2.950012905
## 443 0.10284523 -2.2654206894 0.10260881 -2.192289374  1.271531825
## 444 0.52132986 -0.7187467640 0.51924737 -0.715281766  0.622264173
## 445 0.19160925 -1.7643798105 0.26247667 -1.416892407  1.485337641
## 446 0.22400503 -1.9005606458 0.22217741 -1.912184779  1.094771144
## 447 0.93754907  0.1219342050 0.86552623  0.030539720 -0.372699583
## 448 1.07951626  0.3249146868 1.15189041  0.445055494 -0.072272548
## 449 0.55596409 -0.7468725909 0.51680626 -0.856684881  0.688462696
## 450 0.81396476 -0.1530242689 0.83831506 -0.108904160  0.782509870
## 451 0.16721734 -2.0397666885 0.21693396 -1.773732724  1.704186570
## 452 0.53019997 -0.7121415987 0.54681361 -0.673197403  0.992155780
## 453 0.35574530 -1.2371586672 0.44495080 -0.979526569  1.229827675
## 454 0.06335127 -2.8421408818 0.06976905 -2.813390463  1.353530320
## 455 0.32508096 -1.3753608070 0.41388301 -1.073800309  1.476309609
## 456 1.75453284  1.0867828783 2.83293491  1.759509518 -0.381789374
## 457 0.76279787 -0.1198391714 0.59795405 -0.300883252  0.702432207
## 458 1.62494424  0.9934172477 1.87807741  1.163524013 -0.817980348
## 459 2.02101870  1.5785526318 1.80292905  1.322657179 -1.662396806
## 460 0.04433912 -3.2805240665 0.04529245 -3.242182398  1.101176008
## 461 0.73190918 -0.2080642687 0.64563788 -0.285852496  0.480850059
## 462 0.88078083 -0.0011262462 0.90698412  0.041943684  0.008880621
## 463 2.33625703  1.8703116485 2.12143121  1.645328998 -2.280890877
## 464 0.73681820 -0.2142351741 0.86743053  0.047585875  0.342884578
## 465 0.97254006  0.1566801676 0.98541311  0.175970499  0.418121475
## 466 0.49466462 -0.8741758958 0.42612344 -1.086306645  0.412435036
## 467 0.53043980 -0.5875838494 0.38363032 -0.780326117  0.913983312
## 468 0.62394126 -0.5046943399 0.73332279 -0.258618825  0.762167031
## 469 0.51245622 -0.8067037767 0.48338929 -0.874675664  0.805834161
## 470 0.09201897 -2.6460949251 0.11031258 -2.526748055  1.402762448
## 471 0.47954825 -0.9812558524 0.47019729 -1.001135091  0.246104735
## 472 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 473 1.76115741  1.1519563521 1.51715089  0.854013896 -0.621008852
## 474 2.45861930  1.9892962390 2.46313434  2.010420393 -2.183355917
## 475 0.32365790 -1.3989197932 0.42371652 -1.087195891  1.313693775
## 476 0.49850092 -0.8080019263 0.59127841 -0.588057821  0.883477544
## 477 0.23140727 -1.6794412078 0.19680236 -1.802804310  1.410408238
## 478 0.30840842 -1.5531117896 0.30189688 -1.572892121  0.994317317
## 479 0.18431630 -1.7908478981 0.27231945 -1.365635948  1.183602217
## 480 0.19160925 -1.7643798105 0.26247667 -1.416892407  1.485337641
## 481 2.46789728  2.0721805919 2.44528353  2.043830931 -2.524836945
## 482 0.42331535 -1.0513937690 0.42865761 -1.024764701  0.727874325
## 483 2.27844947  1.7458385566 2.32055229  1.753641396 -2.060301678
## 484 0.48752215 -0.7924607855 0.43960151 -0.897498432  1.129686003
## 485 1.47581353  0.8812896151 1.82637879  1.278319219 -0.308905224
## 486 2.63906712  1.8453844473 4.41582569  2.638190584 -1.417054730
## 487 1.37384666  0.7181762899 1.07688160  0.352103935 -0.547436112
## 488 2.13466847  1.4957809310 2.09891745  1.367263916 -1.149821429
## 489 2.06220363  1.6045873042 1.76408639  1.278884478 -1.515679302
## 490 0.62086032 -0.6031602745 0.63163372 -0.571871704  0.887077698
## 491 0.93347744  0.1096557921 1.24409865  0.562010737  0.052458976
## 492 0.24857600 -1.4092939842 0.17805701 -1.485044935  1.197830944
## 493 2.92202360  2.4550355786 2.71309451  2.279206991 -3.169310958
## 494 1.12522464  0.4012487313 1.15666070  0.451465732  0.137929140
## 495 0.21720487 -1.8483468445 0.23974798 -1.728664586  1.336271178
## 496 1.86787986  1.4178767265 1.63160767  1.131020196 -2.051297444
## 497 1.27325906  0.6039274393 1.22912234  0.541174120 -0.071977211
## 498 1.01319951  0.2531233655 1.26492100  0.572381111 -0.185522073
## 499 0.55935484 -0.7598298524 0.50948579 -0.888548621  0.695678658
## 500 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 501 1.19964144  0.5200569119 1.09485830  0.351488234 -0.173671167
## 502 0.08632447 -2.4475122868 0.07674521 -2.507773545  1.276896611
## 503 1.43161677  0.8580501938 1.56455817  1.039531287 -0.307501463
## 504 0.98663347  0.2131828057 0.84341952  0.052068556  0.327422062
## 505 0.38883566 -1.0067493601 0.66058567 -0.312127771  1.018650094
## 506 0.68232379 -0.3936568242 0.71864201 -0.311637361  0.565906137
## 507 1.20573599  0.5157309746 1.35235985  0.708109550  0.032001206
## 508 0.64956833 -0.2523151606 0.83109704  0.098503925  0.717503281
## 509 1.38499646  0.7996282008 1.60465740  1.098613515 -0.434068824
## 510 0.52719392 -0.7298867250 0.53139466 -0.725666445  0.523380486
## 511 0.30840842 -1.5531117896 0.30189688 -1.572892121  0.994317317
## 512 0.38936241 -1.2439085324 0.44049790 -1.069066376  1.129366345
## 513 0.95453948  0.1041010841 1.29880794  0.673843673 -0.309554046
## 514 0.64817408 -0.5323199133 0.51119621 -0.874543104  0.110602425
## 515 0.64040752 -0.4623323911 0.75876065 -0.221688798  0.876875346
## 516 0.36898469 -1.0576871759 0.32117248 -1.085163449  0.796727757
## 517 1.04459457  0.2889055517 0.84236409  0.015684040  0.173076272
## 518 0.33177913 -1.1874095737 0.35703388 -1.020189668  1.018694078
## 519 0.80780566 -0.1688821938 0.87111168 -0.047296112  0.381377165
## 520 0.06335127 -2.8421408818 0.06976905 -2.813390463  1.353530320
## 521 0.06335127 -2.8421408818 0.06976905 -2.813390463  1.353530320
## 522 0.41187831 -1.1891799149 0.45250569 -1.054255644  0.907126923
## 523 0.79470568 -0.1510657458 0.98201098  0.176207807  0.425577785
## 524 0.43500952 -0.7209155715 0.38287933 -0.669256359  1.032725701
## 525 0.55955424 -0.5451072180 0.47572151 -0.611830357  0.413152704
## 526 0.11165462 -2.3278635162 0.11980725 -2.171946448  1.308000016
## 527 0.32375188 -1.3820834031 0.32175479 -1.410157296  0.871403354
## 528 0.47927067 -0.8805529592 0.43889875 -0.982096906  0.437444479
## 529 0.41176063 -1.1874512192 0.35920481 -1.353129650  1.125843100
## 530 0.04077820 -3.2326471187 0.03871204 -3.289662059  1.383870383
## 531 0.48099828 -0.7764758346 0.77736285 -0.122308966  0.738358726
## 532 1.82873136  1.2887697107 1.69192994  1.097749086 -1.133064766
## 533 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 534 1.54214999  0.9897152231 1.40686872  0.808463254 -1.065143871
## 535 0.16315126 -2.2357252372 0.19509312 -2.054745627  1.424643282
## 536 0.87927327  0.0002025843 0.90389298  0.041111986  0.148164174
## 537 0.81317494 -0.0437762010 0.99998376  0.269945121  0.264875891
## 538 0.38131246 -1.0241983502 0.44171612 -0.767542412  1.207245046
## 539 0.48731096 -0.8341770194 0.57584201 -0.593144634  0.665988468
## 540 0.36202718 -1.1289526136 0.39018438 -1.007154209  1.251196346
## 541 0.55917570 -0.7277265008 0.46810802 -0.984981533  0.388122219
## 542 0.32409196 -1.3435242418 0.31002029 -1.410776311  0.922761792
## 543 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 544 0.64956833 -0.2523151606 0.83109704  0.098503925  0.717503281
## 545 2.36223663  1.8010636297 2.29118871  1.734388402 -2.285949805
## 546 1.74564846  1.2750812464 1.79090209  1.330479930 -1.296165381
## 547 0.18738650 -1.7641322285 0.25679224 -1.397791968  1.387934348
## 548 0.62811649 -0.3987543617 0.77290070 -0.066041699  0.380022806
## 549 0.56242485 -0.3852407036 0.66922104 -0.106115093  0.643730283
## 550 0.53313226 -0.7976199305 0.53010945 -0.813754636  0.987223177
## 551 1.64908246  1.0625635218 2.30196103  1.681135371 -0.823961498
## 552 1.43135180  0.8084090150 2.08159295  1.486284696 -0.714424350
## 553 1.07642212  0.3262057033 1.09235976  0.350394492  0.421914873
## 554 0.06335127 -2.8421408818 0.06976905 -2.813390463  1.353530320
## 555 0.21493542 -1.8598711819 0.22921283 -1.776329849  1.435264550
## 556 0.48464201 -0.9404147171 0.52129077 -0.828415495  0.919575869
## 557 0.86195354 -0.0714964721 0.69737019 -0.417513632  0.283851499
## 558 0.32508096 -1.3753608070 0.41388301 -1.073800309  1.476309609
## 559 0.06335127 -2.8421408818 0.06976905 -2.813390463  1.353530320
## 560 0.47182928 -0.7222077683 0.42801526 -0.679314104  0.916097691
## 561 1.97580070  1.4826885913 1.93131794  1.427063222 -1.168124838
## 562 2.18088662  1.7685824368 2.02445019  1.589411588 -2.106357979
## 563 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 564 0.18431630 -1.7908478981 0.27231945 -1.365635948  1.183602217
## 565 0.46414881 -0.9844910215 0.52313112 -0.829543766  1.062805609
## 566 0.17500401 -1.9453121624 0.24310671 -1.535911258  1.312353107
## 567 0.27988874 -1.6495879606 0.23764786 -1.837672965  1.187021235
## 568 0.39052527 -1.0252135611 0.30988062 -1.202789782  0.867771423
## 569 0.65657184 -0.5120356030 0.73349663 -0.331747695  0.784903802
## 570 0.08995295 -2.3871580064 0.08524519 -2.376209190  1.400064118
## 571 0.22642950 -1.6999835385 0.22148413 -1.671518255  1.276807393
## 572 0.32590468 -1.2715825715 0.34642115 -1.190335516  0.940183363
## 573 0.44816853 -0.9634415707 0.55752412 -0.688152358  1.139958033
## 574 0.60713937 -0.4899605342 0.68322848 -0.299494074  0.172136329
## 575 0.32409196 -1.3435242418 0.31002029 -1.410776311  0.922761792
## 576 0.04097416 -3.1494007706 0.04204589 -3.173352428  1.289889059
## 577 2.74052336  2.3045681991 2.56750795  2.130462844 -2.935380348
## 578 0.48435882 -0.9612814829 0.48135203 -0.959681404  0.935575469
## 579 0.64667668 -0.4553913131 0.56843696 -0.617634372  0.513122968
## 580 0.41933913 -1.1126679831 0.56253593 -0.722384710  1.108481188
## 581 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 582 0.98241503  0.1558190807 0.93048566  0.063098351 -0.416702776
## 583 1.04160128  0.2599973191 1.34403516  0.740651727 -0.355966547
## 584 0.27069203 -1.2379800559 0.17761980 -1.332156858  1.184958629
## 585 0.52707337 -0.8204986492 0.52887243 -0.821953497  0.896376992
## 586 1.73485161  1.1974440077 1.56662542  0.994036655 -1.125507299
## 587 0.32365790 -1.3989197932 0.42371652 -1.087195891  1.313693775
## 588 0.50758442 -0.8424101828 0.45475737 -0.978769259  0.418176556
## 589 0.54651834 -0.7748547309 0.54283087 -0.788782881  0.817094884
## 590 0.25280347 -1.7868809635 0.21549294 -1.954472649  0.717408274
## 591 0.28145810 -1.0467232387 0.19138953 -1.107685640  1.110242084
## 592 0.37622851 -1.2979330029 0.37563690 -1.298949882  1.022422753
## 593 1.19647376  0.5125354227 1.60541106  1.086023107 -0.490400076
## 594 0.62417219 -0.5926145333 0.72826369 -0.349120587  0.947080394
## 595 0.91843025  0.0368736690 1.25323803  0.604775007  0.032060033
## 596 0.32365790 -1.3989197932 0.42371652 -1.087195891  1.313693775
## 597 0.15603341 -2.2394177639 0.21070919 -1.952580937  1.564538031
## 598 0.70267387 -0.4018958729 0.65001417 -0.524302008  0.474664788
## 599 0.18586299 -2.0187728678 0.26406020 -1.673602369  1.425840415
## 600 0.45285167 -0.9606790005 0.53542417 -0.753188302  1.053097138
## 601 0.45938083 -1.0265163478 0.42214481 -1.142515472  0.839670599
## 602 0.23558822 -1.6551482527 0.18826816 -1.883820722  1.225256003
## 603 0.35574530 -1.2371586672 0.44495080 -0.979526569  1.229827675
## 604 0.04898706 -2.7118668018 0.04855207 -2.585624430  1.480299962
## 605 0.85829046 -0.0805390239 0.97668218  0.145128868  0.387556891
## 606 0.67709281 -0.4669162206 0.64845378 -0.531736164  0.748898207
## 607 0.15846949 -2.0584688310 0.12662866 -2.275265637  1.215704969
## 608 2.71059239  2.0619655818 2.65076418  1.978932763 -2.289312191
## 609 0.44645995 -0.8557752491 0.51573154 -0.616047291  0.749737064
## 610 0.04433912 -3.2805240665 0.04529245 -3.242182398  1.101176008
## 611 4.45295910  3.3674115003 3.99617243  3.053054101 -5.539770454
## 612 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 613 0.56099532 -0.6559354597 0.66115948 -0.434969888  0.852966023
## 614 0.85278548  0.0612647380 0.95374022  0.245207411  0.405854943
## 615 0.60092715 -0.5577581649 0.71231124 -0.307182941  0.559412650
## 616 0.44402498 -0.8660068017 0.29124804 -1.225230479  0.615238405
## 617 0.35608670 -1.2495784857 0.32293517 -1.382218682  0.933887640
## 618 1.39604018  0.8105361569 1.17513608  0.480374105 -0.395249126
## 619 0.50843983 -0.8817359474 0.49989519 -0.908707424  0.866775360
## 620 0.69170497 -0.4025675591 0.64507973 -0.516147330  0.628718209
## 621 2.93750007  2.1388705325 2.45858414  1.649873390 -2.123801461
## 622 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 623 0.23558822 -1.6551482527 0.18826816 -1.883820722  1.225256003
## 624 0.48752215 -0.7924607855 0.43960151 -0.897498432  1.129686003
## 625 2.13704040  1.7326672945 1.96630011  1.538881366 -2.417551135
## 626 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 627 0.56242485 -0.3852407036 0.66922104 -0.106115093  0.643730283
## 628 1.33992155  0.7229546040 1.25397421  0.600445789 -0.616372942
## 629 1.63117017  1.0150227494 1.16201273  0.454524687 -0.482838501
## 630 1.09974374  0.3639636503 0.94701650  0.132578183 -0.602622598
## 631 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 632 0.36966301 -1.2600102441 0.43157745 -1.078635657  1.208898860
## 633 0.70922911 -0.1874940998 0.67377752 -0.147872355  0.513020232
## 634 1.99572552  1.5377548068 2.00529074  1.557991645 -1.339786103
## 635 1.25426804  0.6059299611 1.61178725  1.107512833 -0.735918142
## 636 0.83328266 -0.1200352058 0.99142109  0.176799013  0.221446295
## 637 1.04822132  0.2711420325 1.14506936  0.433926980 -0.414479030
## 638 1.15768667  0.4476314733 1.01423049  0.243668880 -0.337500846
## 639 4.17762024  3.4643800370 3.85125363  3.214425742 -6.822487976
## 640 0.52884184 -0.8418285020 0.57422740 -0.714854899  0.709297953
## 641 1.79693961  1.1469696634 1.60741504  0.904912421 -0.671394411
## 642 0.79073627 -0.1576407468 0.87419601  0.020231212  0.209749464
## 643 1.21570946  0.5249367285 1.66218327  1.006361253 -0.058160828
## 644 0.88002863  0.0209770036 0.91505403  0.107712369  0.558666317
## 645 0.48638616 -0.7669060489 0.62555054 -0.409653520  0.686331097
## 646 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 647 0.86240722 -0.0641526227 0.81699738 -0.156175103 -0.186586254
## 648 1.17391808  0.4749439244 1.25849683  0.601779460 -0.298141079
## 649 1.04912640  0.2744920839 1.11899927  0.391083888 -0.158298562
## 650 1.04043239  0.2622168709 0.96606952  0.131992676  0.054426645
## 651 0.54186147 -0.5842970041 0.49662235 -0.568584230  1.010621307
## 652 0.06998008 -2.7258444760 0.09142316 -2.511700503  1.729343127
## 653 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 654 1.05810044  0.2923715499 0.86820828 -0.037953463 -0.304782980
## 655 0.72052551 -0.2675202639 0.46880917 -0.787622969  0.464203370
## 656 0.73681820 -0.2142351741 0.86743053  0.047585875  0.342884578
## 657 0.75462899 -0.2554494265 0.78821895 -0.194901807  0.287296899
## 658 3.67645809  2.5735281275 6.24595784  3.477069590 -2.919116325
## 659 1.93443711  1.4151417922 2.31314326  1.779648316 -1.274233140
## 660 0.24857600 -1.4092939842 0.17805701 -1.485044935  1.197830944
## 661 0.48464201 -0.9404147171 0.52129077 -0.828415495  0.919575869
## 662 0.64978899 -0.4302344225 0.72943512 -0.264491722  0.705841820
## 663 1.09980313  0.3612525740 0.89475745  0.015398433 -0.275586725
## 664 0.08632447 -2.4475122868 0.07674521 -2.507773545  1.276896611
## 665 0.18794563 -2.0648916183 0.15488876 -2.231625726  0.960002730
## 666 0.17392990 -2.0039330253 0.17290493 -2.036517494  1.292523373
## 667 0.34804376 -0.7560590446 0.31014880 -0.691970225  1.140850509
## 668 0.64956833 -0.2523151606 0.83109704  0.098503925  0.717503281
## 669 2.71989638  2.2789508115 2.24946932  1.814948072 -3.102347215
## 670 0.52672248 -0.7487808266 0.61771554 -0.540261128  0.897172092
## 671 0.50311138 -0.6562721741 0.66286704 -0.234512716  0.697579537
## 672 0.98530060  0.1930007811 0.91331168  0.091197230 -0.006165399
## 673 1.41483554  0.8046626528 1.35667345  0.724649749 -0.503408988
## 674 0.28778948 -1.4584255688 0.30944616 -1.358148384  1.215461130
## 675 0.28851454 -1.6335034284 0.29758844 -1.590201097  0.819118791
## 676 0.04898706 -2.7118668018 0.04855207 -2.585624430  1.480299962
## 677 0.53174189 -0.6956713369 0.58767163 -0.558864662  1.070544596
## 678 2.02975119  1.5839412938 1.90351139  1.434820608 -1.639533665
## 679 0.93754907  0.1219342050 0.86552623  0.030539720 -0.372699583
## 680 0.15730855 -2.2409080550 0.15733210 -2.218850191  1.535562793
## 681 1.86003203  1.3518001553 2.00209990  1.517834544 -0.862996193
## 682 0.52303810 -0.7096182606 0.46239942 -0.769823057  1.098500627
## 683 0.53079873 -0.7484253858 0.51618868 -0.776614150  0.785971368
## 684 1.56872275  0.9948357508 1.67661941  1.108497728 -0.818779106
## 685 0.50076064 -0.8086444859 0.39881760 -1.079279884  0.629615917
## 686 0.34279896 -1.4233289897 0.38955294 -1.248415350  1.047271700
## 687 0.67700265 -0.4658283031 0.70566552 -0.399021997  0.567424490
## 688 0.68420457 -0.4409797584 0.91325896  0.033723524  0.151485229
## 689 0.43621177 -0.9737595057 0.48598970 -0.807457010  0.873046741
## 690 0.17500401 -1.9453121624 0.24310671 -1.535911258  1.312353107
## 691 0.16473633 -2.0786965136 0.17128776 -2.071157117  1.203311775
## 692 0.11825324 -2.4188973155 0.10505473 -2.493592042  1.538458162
## 693 0.75320277 -0.1659102072 0.89302147  0.110163344  0.057043294
## 694 0.94607401  0.0931231449 0.87731358 -0.037258342  0.324305084
## 695 0.54135630 -0.8013496567 0.54047378 -0.802707746  1.061663662
## 696 1.36153686  0.7681464537 1.57489586  1.061018799 -0.677282810
## 697 0.97517225  0.1414234298 0.99417770  0.176606890  0.063213951
## 698 0.30820125 -1.5574191467 0.29203221 -1.611869771  1.359146638
## 699 0.62595876 -0.5547058993 0.53654431 -0.787019790  0.411386135
## 700 1.06517988  0.3005812535 1.17520302  0.482123259  0.027123454
## 701 1.00085388  0.1910345915 1.03024679  0.243359267  0.154830652
## 702 0.19622143 -1.9686223758 0.20392233 -1.952123908  1.237162897
## 703 0.20643213 -2.0112050929 0.22699613 -1.897639367  1.351309437
## 704 1.08241179  0.3345726741 1.09895767  0.359867593 -0.159744151
## 705 1.80822933  1.2120759395 2.73426965  1.927926272 -0.931368296
## 706 2.20429484  1.7064641264 2.00946492  1.500445182 -2.026661530
## 707 1.53083300  1.0048200186 1.31635357  0.699084844 -0.997562381
## 708 0.18755889 -2.0492608732 0.16206455 -2.170403664  1.298079453
## 709 0.36773584 -1.3270272849 0.36575867 -1.332938359  1.407258153
## 710 0.17236313 -1.9277958658 0.15179156 -2.039904916  1.250983340
## 711 0.53019997 -0.7121415987 0.54681361 -0.673197403  0.992155780
## 712 0.69116385 -0.4121614606 0.63232763 -0.553860700  0.791920146
## 713 1.32421485  0.6943641200 1.92017642  1.439655753 -0.536892744
## 714 2.64648500  1.9583762477 4.24815733  2.855380725 -2.187034768
## 715 0.71262415 -0.3634907129 0.84180601 -0.094134553  0.677670112
## 716 0.60273469 -0.2836876878 0.79379995  0.037307883  1.122279150
## 717 0.08995295 -2.3871580064 0.08524519 -2.376209190  1.400064118
## 718 0.79657863 -0.0634269483 0.96240888  0.212056293  0.565266009
## 719 0.08632447 -2.4475122868 0.07674521 -2.507773545  1.276896611
## 720 6.77434067  4.6131502683 6.51426277  4.457274134 -9.272695403
## 721 0.52342398 -0.6818477120 0.51309227 -0.661833188  0.775242764
## 722 0.78019372 -0.1812215606 0.90857273  0.071242582  0.564356048
## 723 0.99281987  0.1997678677 1.29761235  0.638342877 -0.040675700
## 724 0.15811586 -2.2367608998 0.18275674 -2.104788471  1.181087909
## 725 0.08995295 -2.3871580064 0.08524519 -2.376209190  1.400064118
## 726 0.23964929 -1.6448259859 0.27820684 -1.433675415  1.221622785
## 727 0.42707352 -0.8835560603 0.37207791 -0.910683249  0.819431993
## 728 0.04898706 -2.7118668018 0.04855207 -2.585624430  1.480299962
## 729 0.67613979 -0.4432904568 0.89223943 -0.004617398  0.673152753
## 730 0.41176063 -1.1874512192 0.35920481 -1.353129650  1.125843100
## 731 0.32365790 -1.3989197932 0.42371652 -1.087195891  1.313693775
## 732 0.26554259 -1.6911049706 0.30889984 -1.525251507  1.184790634
## 733 0.53010399 -0.6443516926 0.53594726 -0.557169380  0.683522769
## 734 2.33561364  1.6724882280 3.52046871  2.337109029 -1.671724809
## 735 0.98349321  0.1788334092 0.91742997  0.066387967 -0.301481565
## 736 0.15859423 -2.1774098908 0.16666043 -2.154345579  1.122951593
## 737 0.52794455 -0.7315717443 0.59285728 -0.582577085  1.011458961
## 738 1.05324386  0.2928938235 1.10035505  0.364515055 -0.014661302
## 739 0.93112217  0.0645981823 1.05527199  0.284436074  0.039013270
## 740 0.34804376 -0.7560590446 0.31014880 -0.691970225  1.140850509
## 741 0.65727616 -0.4316498385 0.46813976 -0.860653353  0.654024674
## 742 0.04898706 -2.7118668018 0.04855207 -2.585624430  1.480299962
## 743 0.10284523 -2.2654206894 0.10260881 -2.192289374  1.271531825
## 744 0.21548130 -1.9375818757 0.26418967 -1.718059995  1.474005064
## 745 0.51934804 -0.8188012922 0.59380935 -0.621205013  0.718449394
## 746 0.36773584 -1.3270272849 0.36575867 -1.332938359  1.407258153
## 747 0.04898706 -2.7118668018 0.04855207 -2.585624430  1.480299962
## 748 0.17392990 -2.0039330253 0.17290493 -2.036517494  1.292523373
## 749 0.30512493 -1.5695907957 0.27947176 -1.662492918  1.124168220
## 750 0.93100307  0.0812010080 1.23607686  0.568547183  0.316488928
## 751 0.32721917 -1.3123356321 0.38242335 -1.142912877  1.179989362
## 752 0.48164086 -0.8681207416 0.54839095 -0.687400574  0.966991296
## 753 1.03977635  0.3007211433 1.04894602  0.340935213  0.327504108
## 754 0.43104877 -0.7222832230 0.42755493 -0.566883031  0.683488131
## 755 1.04954006  0.3183197951 1.55493177  0.834904328  0.031681990
## 756 0.16481150 -2.2173778881 0.17204935 -2.154504965  1.426200279
## 757 0.18738650 -1.7641322285 0.25679224 -1.397791968  1.387934348
## 758 1.35119020  0.7226527129 1.68148378  1.127445772 -0.016684498
## 759 0.69128982 -0.4355875026 0.81706576 -0.161254407  0.728871786
## 760 1.93793074  1.4745657145 1.77764866  1.283441723 -1.160730461
## 761 0.49635035 -0.8907317164 0.72460023 -0.343084690  0.891996723
## 762 0.82412134 -0.1212109628 1.06345237  0.300937422  0.324818882
## 763 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 764 2.05665234  1.4667982417 2.20209557  1.546126781 -1.373042233
## 765 0.04433912 -3.2805240665 0.04529245 -3.242182398  1.101176008
## 766 0.54186147 -0.5842970041 0.49662235 -0.568584230  1.010621307
## 767 2.29359820  1.7257990651 2.15655101  1.588494070 -2.388413332
## 768 1.40337589  0.8094667762 1.70015784  1.197885924 -0.464911406
## 769 0.62086032 -0.6031602745 0.63163372 -0.571871704  0.887077698
## 770 1.15122087  0.4439462418 1.04694241  0.269576019  0.276172343
## 771 0.72597142 -0.1886159669 0.90562562  0.150510570  0.471939646
## 772 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 773 0.19792742 -1.9655820086 0.17288969 -2.078519337  1.208979274
## 774 4.16386742  2.9897822611 3.44030368  2.406598998 -3.336654096
## 775 0.24720591 -1.4392895273 0.15614590 -1.637311779  0.942810268
## 776 2.36584601  1.9379704565 2.13649375  1.710951880 -2.543196427
## 777 0.29396961 -1.5191662444 0.30020262 -1.480655333  0.923517443
## 778 1.04954006  0.3183197951 1.55493177  0.834904328  0.031681990
## 779 0.45538819 -1.0149634753 0.36665119 -1.306731201  0.507139797
## 780 0.27069203 -1.2379800559 0.17761980 -1.332156858  1.184958629
## 781 0.06010738 -3.0821028428 0.05579081 -3.115019278  1.092932990
## 782 0.73386576 -0.2784041411 0.81685306 -0.112107367  0.271133742
## 783 0.23519443 -1.7614478351 0.25335291 -1.704909979  1.279529812
## 784 0.84769726 -0.0367977250 1.08334132  0.348238566  0.552766697
## 785 0.28145810 -1.0467232387 0.19138953 -1.107685640  1.110242084
## 786 0.11211277 -2.5824175146 0.10664881 -2.621016425  1.142478762
## 787 0.69116385 -0.4121614606 0.63232763 -0.553860700  0.791920146
## 788 2.33047109  1.9364335626 2.27329177  1.868748311 -2.024329249
## 789 0.56242485 -0.3852407036 0.66922104 -0.106115093  0.643730283
## 790 0.48337406 -0.8312197836 0.54158698 -0.686621753  0.994889662
## 791 0.96601566  0.1425138179 0.99481432  0.188817791  0.499372653
## 792 0.82373574 -0.1435478130 0.90357884  0.011378265  0.193268365
## 793 1.23969245  0.5627167793 1.39899282  0.767623009 -0.287335799
## 794 1.23645756  0.5640902135 1.44412352  0.840788375  0.006016228
## 795 0.56511634 -0.5964227982 0.66789420 -0.354940656  0.909003492
## 796 0.15846949 -2.0584688310 0.12662866 -2.275265637  1.215704969
## 797 0.27069203 -1.2379800559 0.17761980 -1.332156858  1.184958629
## 798 3.40428053  2.6781298974 3.48732666  2.756655296 -3.629541183
## 799 2.46819015  1.9251230956 2.68960213  2.130352797 -2.319716644
## 800 0.66588854 -0.4614482851 0.57264286 -0.692804775  0.525734839
## 801 0.18431630 -1.7908478981 0.27231945 -1.365635948  1.183602217
## 802 0.22721931 -1.8305187823 0.22821465 -1.807938063  1.395705389
## 803 0.20786032 -1.9182417263 0.21729231 -1.892774569  1.023071776
## 804 0.16250601 -2.0181533248 0.13164696 -2.167653552  1.558563761
## 805 3.63180654  3.0583204731 3.27234167  2.775178384 -5.357267375
## 806 0.15846949 -2.0584688310 0.12662866 -2.275265637  1.215704969
## 807 0.56511634 -0.5964227982 0.66789420 -0.354940656  0.909003492
## 808 0.17574689 -2.0374053657 0.20210430 -1.884280402  1.726805041
## 809 1.29987830  0.6723274641 1.27369542  0.634140148 -0.481542886
## 810 0.84719246 -0.1013100567 0.95352041  0.102992071  0.414770078
## 811 0.78798229 -0.2239656757 0.90800161  0.018307589  0.630649423
## 812 0.23777877 -1.6511879145 0.23026553 -1.633316581  1.336654391
## 813 3.29020810  2.5440517110 4.56419321  3.170226712 -3.290994085
## 814 0.34804376 -0.7560590446 0.31014880 -0.691970225  1.140850509
## 815 0.04898706 -2.7118668018 0.04855207 -2.585624430  1.480299962
## 816 0.52141933 -0.8571328832 0.50528770 -0.892285356  0.542599443
## 817 0.18431630 -1.7908478981 0.27231945 -1.365635948  1.183602217
## 818 0.07697446 -2.8662914801 0.06952230 -2.946653939  1.203298829
## 819 1.25720354  0.5903941038 1.23905511  0.556925968 -0.071114823
## 820 0.64857198 -0.5211357820 0.55547601 -0.741982172  0.856841013
## 821 0.54241097 -0.7950722132 0.55729560 -0.746524356  0.849085412
## 822 0.39275722 -1.1980970480 0.46809874 -0.957872623  1.290445826
## 823 0.60563314 -0.6211147890 0.68609048 -0.435670014  0.708965581
## 824 0.02964748 -3.2713666423 0.02872786 -3.259823125  1.927493880
## 825 0.17486297 -1.9626033009 0.13187137 -2.183636202  1.650181079
## 826 0.58552108 -0.6519615918 0.54938379 -0.753287222  0.793223698
## 827 4.40624733  3.3279225796 3.97570156  2.966664393 -4.519125706
## 828 0.29240921 -1.2801208406 0.24307874 -1.293115100  1.340717642
## 829 0.04433912 -3.2805240665 0.04529245 -3.242182398  1.101176008
## 830 0.56010625 -0.6102160585 0.59157574 -0.465258527  0.567030978
## 831 0.17392990 -2.0039330253 0.17290493 -2.036517494  1.292523373
## 832 2.22611608  1.6960844933 2.69698986  2.083973623 -2.853380710
## 833 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 834 3.49434362  2.7852568432 4.14190108  3.205610441 -4.055871918
## 835 0.56109351 -0.7150910022 0.61655977 -0.587159083  0.547908192
## 836 0.53223489 -0.7733156251 0.39632833 -1.178070387  0.579246287
## 837 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 838 0.41176063 -1.1874512192 0.35920481 -1.353129650  1.125843100
## 839 0.85735777 -0.0636519334 0.83100946 -0.119273981  0.652124160
## 840 0.96747909  0.1452442103 0.95453788  0.119962340  0.012493517
## 841 0.48752215 -0.7924607855 0.43960151 -0.897498432  1.129686003
## 842 0.11000935 -2.1678807366 0.16202016 -1.742140036  1.633147091
## 843 0.10894762 -2.6184774694 0.13193057 -2.431114344  1.366284675
## 844 0.51013859 -0.7319898542 0.50274632 -0.727833136  0.397056332
## 845 0.11643373 -2.5091161205 0.11947187 -2.499216961  1.271976980
## 846 1.53361325  0.9680397190 1.49673614  0.927392850 -0.413281816
## 847 0.92292634  0.0448542980 0.78959139 -0.217907391  0.525468225
## 848 0.64857198 -0.5211357820 0.55547601 -0.741982172  0.856841013
## 849 1.88228395  1.3638723673 2.10618174  1.609389338 -1.157425247
## 850 0.97254006  0.1566801676 0.98541311  0.175970499  0.418121475
## 851 0.52794455 -0.7315717443 0.59285728 -0.582577085  1.011458961
## 852 0.18738650 -1.7641322285 0.25679224 -1.397791968  1.387934348
## 853 0.17502248 -1.8823268836 0.22149209 -1.646352331  1.169983323
## 854 1.37283689  0.7484156954 1.33590612  0.693131211 -0.564290069
## 855 0.49154254 -0.8340097072 0.55429726 -0.665133163  1.173294767
## 856 0.52021039 -0.7205837899 0.57933237 -0.572719029  0.602521093
## 857 0.04898706 -2.7118668018 0.04855207 -2.585624430  1.480299962
## 858 1.75453284  1.0867828783 2.83293491  1.759509518 -0.381789374
## 859 0.18794563 -2.0648916183 0.15488876 -2.231625726  0.960002730
## 860 1.82849595  1.1528611485 2.18483812  1.338351470 -0.672944091
## 861 0.35919655 -1.3373354355 0.34911421 -1.379662100  1.165958073
## 862 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 863 0.64567246 -0.5414201854 0.58284092 -0.689492372  0.335257167
## 864 1.57131774  1.0410819669 1.22401892  0.556843939 -0.838456943
## 865 0.59964351 -0.5967796892 0.70912887 -0.359789208  0.834970812
## 866 0.98212746  0.1615665396 1.08596161  0.336925022  0.477765272
## 867 0.65496095 -0.4486328160 0.73806434 -0.280930030  0.673132240
## 868 0.93229045  0.1281862839 1.07123242  0.342414430  0.682785672
## 869 0.83003999 -0.0734167254 0.84219721 -0.016267636  0.109806607
## 870 0.82584520 -0.0715846808 1.20395757  0.509241141  0.561575500
## 871 2.47612028  1.8727216512 2.55931580  1.915835066 -2.463469445
## 872 0.25634464 -1.6256622899 0.36158592 -1.258241132  1.263597985
## 873 0.74306027 -0.2950901174 0.78324099 -0.217364541  0.329953043
## 874 0.36170240 -1.3517946839 0.36278751 -1.345068374  0.657504666
## 875 0.15603341 -2.2394177639 0.21070919 -1.952580937  1.564538031
## 876 1.62453269  1.0878292252 1.81802935  1.326512968 -0.584606622
## 877 1.24991613  0.5863702840 1.22707858  0.555104701  0.142232962
## 878 0.02964748 -3.2713666423 0.02872786 -3.259823125  1.927493880
## 879 0.21245780 -1.9379863656 0.21197989 -1.920932121  1.274885198
## 880 1.74053818  1.2019868000 1.58797093  1.029239786 -0.976626213
## 881 1.03342958  0.2584018059 1.01660383  0.233682344 -0.269265858
## 882 0.43104877 -0.7222832230 0.42755493 -0.566883031  0.683488131
## 883 1.18284767  0.4865105784 1.05309032  0.289935464 -0.276417231
## 884 0.45938083 -1.0265163478 0.42214481 -1.142515472  0.839670599
## 885 0.35736636 -1.2902817193 0.36485485 -1.283082438  0.899976696
## 886 0.48886238 -0.8483016112 0.57082149 -0.632852333  1.013846930
## 887 0.60273469 -0.2836876878 0.79379995  0.037307883  1.122279150
## 888 0.17392990 -2.0039330253 0.17290493 -2.036517494  1.292523373
## 889 0.54186147 -0.5842970041 0.49662235 -0.568584230  1.010621307
## 890 0.44711580 -1.0722008598 0.41059143 -1.174876852  1.416734057
## 891 1.54977055  0.9248195186 1.47771659  0.810289934 -0.992628593
## 892 0.74346753 -0.3019789134 0.77248770 -0.235829352  0.754110435
## 893 0.34804376 -0.7560590446 0.31014880 -0.691970225  1.140850509
## 894 0.28761589 -1.6369689675 0.32004020 -1.495504323  1.010050648
## 895 0.36674760 -1.3156659249 0.45180161 -1.030987836  1.061681086
## 896 0.32365790 -1.3989197932 0.42371652 -1.087195891  1.313693775
## 897 0.61265333 -0.3562600424 0.50709820 -0.423209983  0.718364213
## 898 0.35917539 -1.1857659379 0.36016558 -1.183814630  0.915748526
## 899 0.47236247 -0.7944034002 0.44041269 -0.804867468  1.021299595
## 900 0.74841377 -0.2894834071 0.86461959 -0.052121439  0.726197266
## 901 1.17979157  0.4858010170 1.19545028  0.510987198  0.023274699
## 902 1.75083325  1.2221847763 1.53110387  0.966179188 -1.269178570
## 903 0.34722985 -1.4101725625 0.39531943 -1.235383575  1.075069153
## 904 0.48598539 -0.8395307031 0.46649143 -0.841012584  0.892508691
## 905 0.36519659 -1.3263380357 0.38321026 -1.251361017  0.813237688
## 906 0.59964351 -0.5967796892 0.70912887 -0.359789208  0.834970812
## 907 1.13946184  0.4236314409 1.38700152  0.795003048 -0.182325918
## 908 1.05811375  0.3022428628 1.27601013  0.606682610 -0.062958660
## 909 2.94853685  2.5154191764 3.14965682  2.678096377 -3.717623433
## 910 0.94976145  0.1934480579 1.18483439  0.492805064  0.200849695
## 911 0.06998008 -2.7258444760 0.09142316 -2.511700503  1.729343127
## 912 0.25523293 -1.7696190558 0.27620206 -1.675921267  1.035949381
## 913 0.24181882 -1.7981413855 0.26618066 -1.673999766  0.803775691
## 914 0.85270653 -0.0916223891 0.96476107  0.123453726  0.771615445
## 915 0.15811586 -2.2367608998 0.18275674 -2.104788471  1.181087909
## 916 0.18738650 -1.7641322285 0.25679224 -1.397791968  1.387934348
## 917 0.34804376 -0.7560590446 0.31014880 -0.691970225  1.140850509
## 918 0.18431630 -1.7908478981 0.27231945 -1.365635948  1.183602217
## 919 0.10406121 -2.6091572218 0.10406315 -2.584156709  1.495833035
## 920 0.45674252 -0.5446099098 0.61325111 -0.162767590  0.870812374
## 921 0.44883619 -0.9348997306 0.59836072 -0.508697590  0.834822275
## 922 1.74193228  1.2305691511 1.87951407  1.399053682 -0.737198762
## 923 0.40811419 -1.0657621786 0.54875949 -0.676885717  1.291316334
## 924 0.29240921 -1.2801208406 0.24307874 -1.293115100  1.340717642
## 925 0.41184946 -1.1745542152 0.41078710 -1.179453008  1.083655665
## 926 0.21548130 -1.9375818757 0.26418967 -1.718059995  1.474005064
## 927 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 928 0.31220993 -1.3251019654 0.37898672 -1.100691711  1.271359632
## 929 2.08577270  1.6703845427 2.48470101  2.079229287 -1.668829802
## 930 2.10779962  1.7001315167 1.79030888  1.329147440 -2.050118079
## 931 0.63282271 -0.5643333917 0.60750855 -0.617827988  0.637356444
## 932 0.84450401 -0.0904786072 0.79171509 -0.199891060 -0.208841720
## 933 2.01817957  1.5444439376 1.79459348  1.306249971 -1.643573107
## 934 1.58610952  1.0703235530 1.93615957  1.498083531 -1.020803364
## 935 3.18339536  2.5163209536 3.05016391  2.393829941 -3.249864394
## 936 0.28187305 -1.4817579245 0.28331911 -1.454675084  1.507804682
## 937 0.76279787 -0.1198391714 0.59795405 -0.300883252  0.702432207
## 938 0.42730381 -0.8979953979 0.40902880 -0.850882093  1.003746179
## 939 0.56443912 -0.7320943121 0.58788429 -0.674659868  1.185716154
## 940 0.48489783 -0.3860284157 0.68593021 -0.015887087  1.007537119
## 941 0.42730381 -0.8979953979 0.40902880 -0.850882093  1.003746179
## 942 0.64956833 -0.2523151606 0.83109704  0.098503925  0.717503281
## 943 0.32257304 -1.3281693591 0.32010045 -1.308965666  0.743049516
## 944 0.53174189 -0.6956713369 0.58767163 -0.558864662  1.070544596
## 945 3.75218154  3.0126979940 4.39065917  3.472441212 -3.990168480
## 946 0.36773584 -1.3270272849 0.36575867 -1.332938359  1.407258153
## 947 1.09980313  0.3612525740 0.89475745  0.015398433 -0.275586725
## 948 0.85803932 -0.0746435708 0.97881105  0.150509028  0.533182404
## 949 0.53313226 -0.7976199305 0.53010945 -0.813754636  0.987223177
## 950 0.06335127 -2.8421408818 0.06976905 -2.813390463  1.353530320
## 951 0.97083606  0.1501335689 1.20058276  0.513648984  0.335075799
## 952 0.14602172 -2.3538206508 0.13387651 -2.424799292  1.094721068
## 953 0.25496616 -1.7673401350 0.29621818 -1.578255246  1.045667025
## 954 0.40847238 -1.1110686658 0.53924485 -0.759354565  1.048208996
## 955 1.42890938  0.8218168265 1.53064715  0.941989772 -0.533551107
## 956 1.11902423  0.3908832274 1.29842513  0.658030979  0.084629527
## 957 0.60273469 -0.2836876878 0.79379995  0.037307883  1.122279150
## 958 1.62527446  1.1062123420 1.93107035  1.459052231 -1.254191469
## 959 0.28047179 -1.5990651503 0.27198802 -1.617278856  1.437485688
## 960 0.73010029 -0.3297068795 0.58078746 -0.666867541  0.628518426
#modified version (remove item with loading lower than 0.4)
DGS_7model_5 <- DGS %>%
  select(c(DGS_28,DGS_35,DGS_68)) #20,48 out due to low loading
DGS_IRT_5 = mirt(data = DGS_7model_5,
      model = 1, #this is for one factor
      itemtype = "gpcmIRT" #generalized partial credit model
)
## 
Iteration: 1, Log-Lik: -4859.278, Max-Change: 0.91756
Iteration: 2, Log-Lik: -4711.234, Max-Change: 0.37428
Iteration: 3, Log-Lik: -4680.083, Max-Change: 0.32159
Iteration: 4, Log-Lik: -4664.466, Max-Change: 0.12999
Iteration: 5, Log-Lik: -4658.558, Max-Change: 0.09470
Iteration: 6, Log-Lik: -4656.259, Max-Change: 0.06456
Iteration: 7, Log-Lik: -4654.573, Max-Change: 0.04360
Iteration: 8, Log-Lik: -4654.191, Max-Change: 0.03142
Iteration: 9, Log-Lik: -4653.995, Max-Change: 0.02418
Iteration: 10, Log-Lik: -4653.779, Max-Change: 0.01152
Iteration: 11, Log-Lik: -4653.750, Max-Change: 0.00902
Iteration: 12, Log-Lik: -4653.730, Max-Change: 0.00756
Iteration: 13, Log-Lik: -4653.690, Max-Change: 0.00654
Iteration: 14, Log-Lik: -4653.687, Max-Change: 0.00050
Iteration: 15, Log-Lik: -4653.686, Max-Change: 0.00037
Iteration: 16, Log-Lik: -4653.684, Max-Change: 0.00067
Iteration: 17, Log-Lik: -4653.684, Max-Change: 0.00047
Iteration: 18, Log-Lik: -4653.684, Max-Change: 0.00020
Iteration: 19, Log-Lik: -4653.684, Max-Change: 0.00016
Iteration: 20, Log-Lik: -4653.684, Max-Change: 0.00010
summary(DGS_IRT_5)
##           F1    h2
## DGS_28 0.744 0.553
## DGS_35 0.549 0.301
## DGS_68 0.615 0.378
## 
## SS loadings:  1.233 
## Proportion Var:  0.411 
## 
## Factor correlations: 
## 
##    F1
## F1  1
coef(DGS_IRT_5, IRTpars = T)
## $DGS_28
##        a1    b1     b2    b3    b4    b5    b6 c
## par 1.894 -1.06 -0.093 0.557 0.791 1.383 2.144 0
## 
## $DGS_35
##        a1     b1     b2    b3    b4    b5    b6 c
## par 1.118 -1.384 -0.345 0.137 0.575 1.757 1.931 0
## 
## $DGS_68
##        a1     b1     b2    b3    b4    b5    b6 c
## par 1.328 -1.005 -0.103 0.535 0.549 1.612 2.037 0
## 
## $GroupPars
##     MEAN_1 COV_11
## par      0      1
#itemplot(DGS_IRT_5, 5, type = "trace")
itemplot(DGS_IRT_5, 1, type = "info")

plot(DGS_IRT_5, type = "trace")

plot(DGS_IRT_5, type = "info")

plot(DGS_IRT_5) #expected score curve

#person fit
fscores(DGS_IRT_5) #factor score for each participants
##                  F1
##   [1,]  0.725971545
##   [2,]  1.858726466
##   [3,] -0.301023747
##   [4,]  0.725971545
##   [5,]  0.044180238
##   [6,]  0.170548962
##   [7,]  0.400305546
##   [8,]  1.182756512
##   [9,]  0.213107109
##  [10,]  0.240766144
##  [11,] -0.353982482
##  [12,]  0.375481015
##  [13,]  0.306008959
##  [14,] -0.353982482
##  [15,] -0.444926892
##  [16,] -0.301023747
##  [17,]  0.282445041
##  [18,]  0.506648630
##  [19,] -0.049202053
##  [20,]  1.469699313
##  [21,] -0.784874770
##  [22,] -0.155392146
##  [23,]  0.170548962
##  [24,]  0.100566664
##  [25,]  1.041829601
##  [26,] -1.410629595
##  [27,] -1.768757880
##  [28,]  0.531016239
##  [29,] -0.676541918
##  [30,] -0.869578101
##  [31,] -0.676541918
##  [32,]  1.469699313
##  [33,] -0.353982482
##  [34,]  0.531016239
##  [35,] -1.768757880
##  [36,]  0.438784789
##  [37,] -0.107102655
##  [38,] -0.321319909
##  [39,]  0.309577580
##  [40,]  0.170548962
##  [41,] -0.185557419
##  [42,] -1.351526749
##  [43,]  1.389064093
##  [44,]  1.638147812
##  [45,]  0.506648630
##  [46,] -0.897108443
##  [47,] -1.768757880
##  [48,] -1.768757880
##  [49,] -0.676541918
##  [50,]  0.465077997
##  [51,] -0.743991720
##  [52,] -0.479701994
##  [53,]  0.144134589
##  [54,]  0.572341629
##  [55,] -1.351526749
##  [56,]  0.839364824
##  [57,]  0.750340062
##  [58,]  0.906424063
##  [59,] -0.444926892
##  [60,]  0.282445041
##  [61,]  0.546330566
##  [62,]  1.041829601
##  [63,]  0.196734554
##  [64,]  1.605490342
##  [65,]  0.531016239
##  [66,]  0.531016239
##  [67,] -0.515111965
##  [68,]  0.028749466
##  [69,] -0.652185652
##  [70,] -0.266957111
##  [71,]  1.041829601
##  [72,] -0.479701994
##  [73,]  2.068483246
##  [74,]  0.482221606
##  [75,] -0.826717745
##  [76,]  0.170548962
##  [77,] -0.479701994
##  [78,]  0.266400932
##  [79,] -0.237828815
##  [80,]  0.144134589
##  [81,] -0.444926892
##  [82,]  0.375481015
##  [83,] -0.075927858
##  [84,]  0.906424063
##  [85,]  0.375481015
##  [86,] -0.185557419
##  [87,] -0.269187018
##  [88,] -1.351526749
##  [89,]  1.284823531
##  [90,] -1.768757880
##  [91,]  1.041829601
##  [92,] -0.029267270
##  [93,]  1.638147812
##  [94,]  0.373723395
##  [95,]  0.881488344
##  [96,] -0.537741838
##  [97,] -0.107102655
##  [98,] -0.444926892
##  [99,] -0.515111965
## [100,] -1.768757880
## [101,]  1.182756512
## [102,]  0.814727666
## [103,]  0.686358926
## [104,]  0.282445041
## [105,]  0.466808906
## [106,] -0.941763653
## [107,] -1.768757880
## [108,] -0.444926892
## [109,]  1.041829601
## [110,]  1.313106635
## [111,] -0.715911668
## [112,]  0.774767377
## [113,]  0.044180238
## [114,]  0.172405479
## [115,]  0.531016239
## [116,]  0.373723395
## [117,] -0.029267270
## [118,] -1.068537784
## [119,] -0.049202053
## [120,] -0.107102655
## [121,] -0.479701994
## [122,]  0.465077997
## [123,] -0.676541918
## [124,] -1.768757880
## [125,] -0.784874770
## [126,] -1.118035448
## [127,] -0.676541918
## [128,] -0.003057355
## [129,] -0.897108443
## [130,]  1.313106635
## [131,]  0.196734554
## [132,]  1.209963007
## [133,] -1.768757880
## [134,] -0.301023747
## [135,]  0.044180238
## [136,] -0.941763653
## [137,]  0.238948740
## [138,]  0.906424063
## [139,]  0.814727666
## [140,] -1.768757880
## [141,] -1.410629595
## [142,]  0.531016239
## [143,] -0.676541918
## [144,] -0.237828815
## [145,] -0.001077311
## [146,] -0.444926892
## [147,]  0.282445041
## [148,]  0.282445041
## [149,] -0.387181921
## [150,]  0.144134589
## [151,] -1.768757880
## [152,] -0.479701994
## [153,] -0.676541918
## [154,]  0.572341629
## [155,] -0.676541918
## [156,] -0.107102655
## [157,]  1.439502956
## [158,]  0.532735093
## [159,]  0.466808906
## [160,]  0.800998013
## [161,]  0.906424063
## [162,] -0.185557419
## [163,] -1.202021350
## [164,]  0.660376458
## [165,]  0.594895592
## [166,]  0.240766144
## [167,]  0.701650218
## [168,] -1.768757880
## [169,]  0.531016239
## [170,]  0.531016239
## [171,]  2.505595551
## [172,] -0.029267270
## [173,]  0.506648630
## [174,]  0.881488344
## [175,] -1.768757880
## [176,]  1.041829601
## [177,] -0.897108443
## [178,] -0.001077311
## [179,]  0.400305546
## [180,] -0.410757948
## [181,] -0.301023747
## [182,]  0.881488344
## [183,]  0.790179727
## [184,] -0.676541918
## [185,]  0.307793666
## [186,]  0.972652092
## [187,]  0.881488344
## [188,]  0.046123388
## [189,]  0.144134589
## [190,]  1.165763984
## [191,]  0.046123388
## [192,]  1.638147812
## [193,] -0.941763653
## [194,] -0.029267270
## [195,]  1.110556595
## [196,] -0.676541918
## [197,] -0.784874770
## [198,]  1.469699313
## [199,] -0.676541918
## [200,]  1.084247693
## [201,]  0.922188021
## [202,] -1.410629595
## [203,] -0.479701994
## [204,]  0.307793666
## [205,]  0.466808906
## [206,] -1.410629595
## [207,]  0.949126728
## [208,]  0.750340062
## [209,]  2.505595551
## [210,] -1.202021350
## [211,] -1.768757880
## [212,] -0.676541918
## [213,]  0.071561945
## [214,]  0.214938621
## [215,] -0.075927858
## [216,] -1.768757880
## [217,]  0.531016239
## [218,] -1.768757880
## [219,] -0.155392146
## [220,] -0.155392146
## [221,]  0.144134589
## [222,]  0.350531827
## [223,]  0.307793666
## [224,]  1.182756512
## [225,]  0.375481015
## [226,] -1.768757880
## [227,] -0.107102655
## [228,]  1.041829601
## [229,] -0.031270467
## [230,]  0.044180238
## [231,]  0.332983578
## [232,] -0.676541918
## [233,] -1.068537784
## [234,]  0.465077997
## [235,] -0.280925625
## [236,] -1.410629595
## [237,]  1.605490342
## [238,]  0.660376458
## [239,]  1.041829601
## [240,]  1.638147812
## [241,]  0.144134589
## [242,] -0.676541918
## [243,] -0.457738907
## [244,] -0.869578101
## [245,]  1.638147812
## [246,] -0.941763653
## [247,]  0.645108659
## [248,]  0.144134589
## [249,] -1.410629595
## [250,] -0.784874770
## [251,] -1.410629595
## [252,] -1.202021350
## [253,] -0.444926892
## [254,] -0.249392548
## [255,]  0.375481015
## [256,] -1.768757880
## [257,]  0.750340062
## [258,] -1.768757880
## [259,]  0.531016239
## [260,]  1.638147812
## [261,]  0.307793666
## [262,]  0.465077997
## [263,] -0.001077311
## [264,] -0.353982482
## [265,]  0.531016239
## [266,] -1.768757880
## [267,] -0.479701994
## [268,]  1.389064093
## [269,] -0.676541918
## [270,] -1.068537784
## [271,] -0.011483613
## [272,] -0.897108443
## [273,] -0.941763653
## [274,] -0.676541918
## [275,] -1.068537784
## [276,] -0.057792343
## [277,] -1.768757880
## [278,]  0.240766144
## [279,] -0.001077311
## [280,] -1.768757880
## [281,] -0.676541918
## [282,] -0.869578101
## [283,] -1.351526749
## [284,] -0.269187018
## [285,]  0.117477741
## [286,]  1.799394872
## [287,]  1.014243768
## [288,]  2.505595551
## [289,]  1.110556595
## [290,] -0.614141884
## [291,]  0.026793012
## [292,]  1.182756512
## [293,] -0.676541918
## [294,] -0.301023747
## [295,] -0.715911668
## [296,] -0.001077311
## [297,]  0.750340062
## [298,]  1.671345367
## [299,] -0.784874770
## [300,]  0.373723395
## [301,] -0.479701994
## [302,] -0.155392146
## [303,] -0.781956842
## [304,] -0.676541918
## [305,]  0.170548962
## [306,]  0.282445041
## [307,]  0.531016239
## [308,] -0.941763653
## [309,]  1.209963007
## [310,] -0.676541918
## [311,]  1.041829601
## [312,]  1.341714002
## [313,] -0.301023747
## [314,]  0.660376458
## [315,]  0.790179727
## [316,]  0.750340062
## [317,]  1.638147812
## [318,] -0.743991720
## [319,]  0.117477741
## [320,] -0.001077311
## [321,] -0.001077311
## [322,]  0.125497945
## [323,] -0.269187018
## [324,] -0.941763653
## [325,]  1.439502956
## [326,] -0.003057355
## [327,] -1.202021350
## [328,] -0.676541918
## [329,]  0.073484805
## [330,]  0.906424063
## [331,] -1.118035448
## [332,]  1.067796575
## [333,]  0.117477741
## [334,] -0.155392146
## [335,]  0.531016239
## [336,] -0.031270467
## [337,] -1.351526749
## [338,]  0.881488344
## [339,]  0.531016239
## [340,] -0.185557419
## [341,] -0.280925625
## [342,] -0.423348614
## [343,] -0.387181921
## [344,]  1.041829601
## [345,]  2.505595551
## [346,] -1.768757880
## [347,]  0.307793666
## [348,]  0.144134589
## [349,] -1.202021350
## [350,]  0.307793666
## [351,] -0.269187018
## [352,] -0.185557419
## [353,] -0.269187018
## [354,]  0.465077997
## [355,]  0.144134589
## [356,]  0.440522206
## [357,]  0.375481015
## [358,]  0.044180238
## [359,]  0.307793666
## [360,] -0.941763653
## [361,] -0.479701994
## [362,] -1.768757880
## [363,]  0.102468932
## [364,] -1.768757880
## [365,] -0.001077311
## [366,] -1.768757880
## [367,]  0.238948740
## [368,] -0.237828815
## [369,] -0.444926892
## [370,] -0.353982482
## [371,] -1.768757880
## [372,] -0.479701994
## [373,] -0.826717745
## [374,]  0.400305546
## [375,]  0.375481015
## [376,] -0.676541918
## [377,]  0.375481015
## [378,]  0.531016239
## [379,] -0.676541918
## [380,] -0.574253007
## [381,] -0.155392146
## [382,]  2.232221091
## [383,] -0.185557419
## [384,] -0.676541918
## [385,] -0.781956842
## [386,] -1.020468467
## [387,]  1.041829601
## [388,] -1.202021350
## [389,] -0.269187018
## [390,]  0.506648630
## [391,]  0.240766144
## [392,]  0.466808906
## [393,] -0.269187018
## [394,] -0.269187018
## [395,] -0.269187018
## [396,]  0.814727666
## [397,]  0.724252614
## [398,]  0.504925738
## [399,]  1.209963007
## [400,] -1.118035448
## [401,] -1.768757880
## [402,] -0.266957111
## [403,] -0.941763653
## [404,]  1.313106635
## [405,] -0.676541918
## [406,] -1.768757880
## [407,] -1.768757880
## [408,]  1.437385727
## [409,] -1.068537784
## [410,]  0.506648630
## [411,]  0.238948740
## [412,] -0.676541918
## [413,] -0.301023747
## [414,]  1.182756512
## [415,]  0.947344657
## [416,] -0.237828815
## [417,] -1.768757880
## [418,]  0.170548962
## [419,] -0.001077311
## [420,] -0.353982482
## [421,] -1.410629595
## [422,] -1.768757880
## [423,]  1.469699313
## [424,]  0.375481015
## [425,]  0.774767377
## [426,]  1.209963007
## [427,] -0.321319909
## [428,] -1.410629595
## [429,] -0.301023747
## [430,]  0.375481015
## [431,]  0.125497945
## [432,]  0.400305546
## [433,] -0.479701994
## [434,]  1.551131934
## [435,] -0.057792343
## [436,]  0.282445041
## [437,] -0.269187018
## [438,]  0.309577580
## [439,]  0.307793666
## [440,]  0.708939500
## [441,] -0.941763653
## [442,] -0.869578101
## [443,] -0.676541918
## [444,] -0.269187018
## [445,] -0.479701994
## [446,]  0.375481015
## [447,] -1.118035448
## [448,]  0.240766144
## [449,]  0.071561945
## [450,]  0.117477741
## [451,]  1.041829601
## [452,] -0.155392146
## [453,] -0.001077311
## [454,] -0.001077311
## [455,]  1.041829601
## [456,] -1.768757880
## [457,] -1.202021350
## [458,] -1.351526749
## [459,]  0.611876126
## [460,]  0.531016239
## [461,] -1.202021350
## [462,] -0.479701994
## [463,]  0.658663448
## [464,] -0.941763653
## [465,] -0.136613177
## [466,] -0.077971169
## [467,] -1.202021350
## [468,]  1.469699313
## [469,]  0.947344657
## [470,]  0.144134589
## [471,]  0.400305546
## [472,] -1.768757880
## [473,] -0.869578101
## [474,]  0.358027485
## [475,] -0.001077311
## [476,] -0.269187018
## [477,]  1.469699313
## [478,]  0.400305546
## [479,] -0.676541918
## [480,] -0.479701994
## [481,]  0.701650218
## [482,]  1.182756512
## [483,]  1.799394872
## [484,] -0.353982482
## [485,]  1.469699313
## [486,] -1.768757880
## [487,] -1.020468467
## [488,] -0.869578101
## [489,]  0.284240584
## [490,]  0.282445041
## [491,] -0.897108443
## [492,] -1.068537784
## [493,]  0.290064076
## [494,]  0.774767377
## [495,]  1.041829601
## [496,]  0.146007709
## [497,] -0.515111965
## [498,] -1.351526749
## [499,]  0.596608635
## [500,] -0.676541918
## [501,]  0.816464424
## [502,] -0.479701994
## [503,]  0.196734554
## [504,] -1.118035448
## [505,] -0.676541918
## [506,]  0.972652092
## [507,] -0.676541918
## [508,] -1.410629595
## [509,] -0.001077311
## [510,] -0.444926892
## [511,]  0.400305546
## [512,]  0.814727666
## [513,]  0.531016239
## [514,]  0.570627060
## [515,] -0.353982482
## [516,] -0.897108443
## [517,] -0.784874770
## [518,] -0.676541918
## [519,]  0.214938621
## [520,] -0.001077311
## [521,] -0.001077311
## [522,]  0.307793666
## [523,] -0.269187018
## [524,] -1.410629595
## [525,] -1.410629595
## [526,]  1.638147812
## [527,] -0.185557419
## [528,]  1.112422863
## [529,]  0.594895592
## [530,]  0.144134589
## [531,] -0.676541918
## [532,]  1.694924746
## [533,] -0.676541918
## [534,]  1.165763984
## [535,]  0.307793666
## [536,] -0.479701994
## [537,] -1.410629595
## [538,] -0.676541918
## [539,]  1.469699313
## [540,] -0.444926892
## [541,]  0.073484805
## [542,] -0.269187018
## [543,] -0.676541918
## [544,] -1.410629595
## [545,] -0.869578101
## [546,]  0.256924877
## [547,] -0.676541918
## [548,] -1.410629595
## [549,] -1.768757880
## [550,]  0.282445041
## [551,] -0.715911668
## [552,] -0.897108443
## [553,] -0.136613177
## [554,] -0.001077311
## [555,]  0.814727666
## [556,]  0.906424063
## [557,]  0.373723395
## [558,]  1.041829601
## [559,] -0.001077311
## [560,] -1.068537784
## [561,]  0.791910565
## [562,]  0.658663448
## [563,] -1.768757880
## [564,] -0.676541918
## [565,] -0.029267270
## [566,]  1.638147812
## [567,]  0.282445041
## [568,] -0.715911668
## [569,]  0.814727666
## [570,] -0.479701994
## [571,]  1.439502956
## [572,] -0.444926892
## [573,] -0.185557419
## [574,] -0.897108443
## [575,] -0.269187018
## [576,] -0.001077311
## [577,]  0.831966514
## [578,]  0.440522206
## [579,]  1.313106635
## [580,]  0.144134589
## [581,] -1.768757880
## [582,]  0.570627060
## [583,]  0.240766144
## [584,] -1.410629595
## [585,]  0.240766144
## [586,]  1.093969599
## [587,] -0.001077311
## [588,]  0.790179727
## [589,]  0.332983578
## [590,]  0.400305546
## [591,] -1.768757880
## [592,]  0.240766144
## [593,] -0.107102655
## [594,]  0.282445041
## [595,]  0.144134589
## [596,] -0.001077311
## [597,]  0.144134589
## [598,]  0.350531827
## [599,] -0.001077311
## [600,] -0.029267270
## [601,]  0.332983578
## [602,] -0.185557419
## [603,] -0.001077311
## [604,] -0.676541918
## [605,]  0.555336442
## [606,]  0.350531827
## [607,] -0.185557419
## [608,] -0.652185652
## [609,] -0.941763653
## [610,]  0.531016239
## [611,]  0.992267648
## [612,] -0.676541918
## [613,] -0.353982482
## [614,] -1.351526749
## [615,]  1.182756512
## [616,] -0.826717745
## [617,] -0.107102655
## [618,]  0.645108659
## [619,]  0.214938621
## [620,]  0.117477741
## [621,] -0.743991720
## [622,] -1.768757880
## [623,] -0.185557419
## [624,] -0.353982482
## [625,]  0.553620306
## [626,] -1.768757880
## [627,] -1.768757880
## [628,]  0.238948740
## [629,] -0.781956842
## [630,] -0.784874770
## [631,] -0.676541918
## [632,] -0.029267270
## [633,] -1.768757880
## [634,]  0.358027485
## [635,]  0.375481015
## [636,]  0.684644287
## [637,]  0.400305546
## [638,] -0.574253007
## [639,]  0.593182469
## [640,]  0.660376458
## [641,] -1.020468467
## [642,]  1.961697029
## [643,] -1.202021350
## [644,]  2.505595551
## [645,] -0.676541918
## [646,] -1.768757880
## [647,]  0.073484805
## [648,]  0.026793012
## [649,] -0.001077311
## [650,]  0.196734554
## [651,] -0.941763653
## [652,]  1.041829601
## [653,] -1.768757880
## [654,]  0.841108320
## [655,] -0.574253007
## [656,] -0.941763653
## [657,] -0.185557419
## [658,] -1.768757880
## [659,]  1.638147812
## [660,] -1.068537784
## [661,]  0.906424063
## [662,] -0.444926892
## [663,]  0.073484805
## [664,] -0.479701994
## [665,]  0.750340062
## [666,] -0.001077311
## [667,] -1.768757880
## [668,] -1.410629595
## [669,]  0.669365246
## [670,] -0.185557419
## [671,] -1.068537784
## [672,] -0.826717745
## [673,]  1.086098419
## [674,]  1.209963007
## [675,]  0.531016239
## [676,] -0.676541918
## [677,] -0.301023747
## [678,]  0.504925738
## [679,] -1.118035448
## [680,]  0.684644287
## [681,] -0.301023747
## [682,]  2.068483246
## [683,]  1.067796575
## [684,]  1.155809601
## [685,]  1.256850081
## [686,]  0.684644287
## [687,]  0.282445041
## [688,]  0.531016239
## [689,]  1.359895447
## [690,]  1.638147812
## [691,] -0.001077311
## [692,]  0.881488344
## [693,] -1.351526749
## [694,]  0.098663073
## [695,]  0.332983578
## [696,]  0.400305546
## [697,]  0.620860376
## [698,]  0.440522206
## [699,]  0.073484805
## [700,]  0.465077997
## [701,]  0.555336442
## [702,]  0.144134589
## [703,]  0.375481015
## [704,] -0.216148261
## [705,] -1.068537784
## [706,]  1.239393271
## [707,]  0.662089547
## [708,]  0.750340062
## [709,]  0.282445041
## [710,] -0.269187018
## [711,] -0.155392146
## [712,]  0.044180238
## [713,] -0.185557419
## [714,] -1.410629595
## [715,]  0.881488344
## [716,]  2.505595551
## [717,] -0.479701994
## [718,]  2.232221091
## [719,] -0.479701994
## [720,]  1.295265557
## [721,] -0.715911668
## [722,]  1.822083821
## [723,] -0.444926892
## [724,]  0.307793666
## [725,] -0.479701994
## [726,]  1.638147812
## [727,] -1.068537784
## [728,] -0.676541918
## [729,] -0.029267270
## [730,]  0.594895592
## [731,] -0.001077311
## [732,]  0.170548962
## [733,] -0.897108443
## [734,] -1.768757880
## [735,] -0.515111965
## [736,] -0.001077311
## [737,] -0.107102655
## [738,] -0.676541918
## [739,]  0.240766144
## [740,] -1.768757880
## [741,]  1.553361936
## [742,] -0.676541918
## [743,] -0.676541918
## [744,]  0.144134589
## [745,]  0.906424063
## [746,]  0.282445041
## [747,] -0.676541918
## [748,] -0.001077311
## [749,]  0.465077997
## [750,] -0.155392146
## [751,] -0.185557419
## [752,]  1.182756512
## [753,] -1.202021350
## [754,] -1.768757880
## [755,] -1.768757880
## [756,]  0.660376458
## [757,] -0.676541918
## [758,]  1.284823531
## [759,]  0.506648630
## [760,]  0.854924853
## [761,] -0.001077311
## [762,] -0.269187018
## [763,] -0.676541918
## [764,] -0.869578101
## [765,]  0.531016239
## [766,] -0.941763653
## [767,] -0.743991720
## [768,]  0.332983578
## [769,]  0.282445041
## [770,]  0.373723395
## [771,] -1.068537784
## [772,] -0.676541918
## [773,]  0.906424063
## [774,] -0.504424698
## [775,] -1.068537784
## [776,]  0.142260259
## [777,]  0.906424063
## [778,] -1.768757880
## [779,]  0.071561945
## [780,] -1.410629595
## [781,]  0.531016239
## [782,]  1.016056759
## [783,]  0.144134589
## [784,]  1.822083821
## [785,] -1.768757880
## [786,]  0.307793666
## [787,]  0.044180238
## [788,]  0.799265077
## [789,] -1.768757880
## [790,] -0.301023747
## [791,]  0.044180238
## [792,]  0.071561945
## [793,] -0.237828815
## [794,]  1.469699313
## [795,] -0.676541918
## [796,] -0.185557419
## [797,] -1.410629595
## [798,] -0.423348614
## [799,] -0.333360290
## [800,]  0.214938621
## [801,] -0.676541918
## [802,]  0.881488344
## [803,]  0.170548962
## [804,]  1.284823531
## [805,]  0.463346688
## [806,] -0.185557419
## [807,] -0.676541918
## [808,]  1.041829601
## [809,]  0.196734554
## [810,]  0.555336442
## [811,]  0.506648630
## [812,]  1.469699313
## [813,]  2.505595551
## [814,] -1.768757880
## [815,] -0.676541918
## [816,]  0.750340062
## [817,] -0.676541918
## [818,]  0.307793666
## [819,]  1.922834998
## [820,]  0.774767377
## [821,]  0.750340062
## [822,]  0.814727666
## [823,] -0.001077311
## [824,]  1.041829601
## [825,]  1.284823531
## [826,]  0.117477741
## [827,]  1.304591657
## [828,] -0.941763653
## [829,]  0.531016239
## [830,]  1.961697029
## [831,] -0.001077311
## [832,]  1.961697029
## [833,] -0.676541918
## [834,]  1.671345367
## [835,] -0.001077311
## [836,]  0.073484805
## [837,] -0.676541918
## [838,]  0.594895592
## [839,]  0.044180238
## [840,] -0.301023747
## [841,] -0.353982482
## [842,] -0.676541918
## [843,]  0.531016239
## [844,] -0.715911668
## [845,]  0.144134589
## [846,] -0.049202053
## [847,]  0.373723395
## [848,]  0.774767377
## [849,] -0.333360290
## [850,] -0.136613177
## [851,] -0.107102655
## [852,] -0.676541918
## [853,] -0.479701994
## [854,]  1.409702247
## [855,]  1.284823531
## [856,] -0.676541918
## [857,] -0.676541918
## [858,] -1.768757880
## [859,]  0.750340062
## [860,] -1.768757880
## [861,]  0.282445041
## [862,] -1.768757880
## [863,]  0.620860376
## [864,]  0.172405479
## [865,] -0.029267270
## [866,]  0.332983578
## [867,] -0.155392146
## [868,]  2.068483246
## [869,]  2.186202355
## [870,] -0.676541918
## [871,] -1.020468467
## [872,] -0.001077311
## [873,] -0.029267270
## [874,]  0.400305546
## [875,]  0.144134589
## [876,] -0.185557419
## [877,]  0.098663073
## [878,]  1.041829601
## [879,]  0.814727666
## [880,] -0.049202053
## [881,]  1.519801538
## [882,] -1.768757880
## [883,]  1.086098419
## [884,]  0.332983578
## [885,]  0.170548962
## [886,]  1.209963007
## [887,]  2.505595551
## [888,] -0.001077311
## [889,] -0.941763653
## [890,]  0.594895592
## [891,] -1.020468467
## [892,]  0.594895592
## [893,] -1.768757880
## [894,]  0.660376458
## [895,]  0.660376458
## [896,] -0.001077311
## [897,] -1.351526749
## [898,] -0.479701994
## [899,] -0.715911668
## [900,]  1.041829601
## [901,]  0.098663073
## [902,] -0.423348614
## [903,]  0.531016239
## [904,]  1.858726466
## [905,]  0.750340062
## [906,] -0.029267270
## [907,] -0.185557419
## [908,] -0.637999311
## [909,]  0.417618100
## [910,] -1.768757880
## [911,]  1.041829601
## [912,]  0.375481015
## [913,]  0.660376458
## [914,]  0.594895592
## [915,]  0.307793666
## [916,] -0.676541918
## [917,] -1.768757880
## [918,] -0.676541918
## [919,]  0.660376458
## [920,] -1.768757880
## [921,]  1.638147812
## [922,] -0.049202053
## [923,]  1.041829601
## [924,] -0.941763653
## [925,]  0.282445041
## [926,]  0.144134589
## [927,] -1.768757880
## [928,] -0.269187018
## [929,]  0.332983578
## [930,]  0.557052402
## [931,]  0.555336442
## [932,] -0.077971169
## [933,]  0.125497945
## [934,]  0.332983578
## [935,]  1.059988444
## [936,]  1.284823531
## [937,] -1.202021350
## [938,] -0.941763653
## [939,]  0.282445041
## [940,] -1.768757880
## [941,] -0.941763653
## [942,] -1.410629595
## [943,]  1.439502956
## [944,] -0.301023747
## [945,] -0.676541918
## [946,]  0.282445041
## [947,]  0.073484805
## [948,]  0.332983578
## [949,]  0.282445041
## [950,] -0.001077311
## [951,]  0.814727666
## [952,]  0.375481015
## [953,]  0.660376458
## [954,] -0.001077311
## [955,]  1.553361936
## [956,]  1.182756512
## [957,]  2.505595551
## [958,]  1.016056759
## [959,]  0.906424063
## [960,]  0.724252614
mirt::itemfit(DGS_IRT_5)
##     item   S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_28 57.797      19      0.046  0.000
## 2 DGS_35 40.701      20      0.033  0.004
## 3 DGS_68 42.940      20      0.035  0.002
mirt::personfit(DGS_IRT_5)
##         outfit    z.outfit      infit     z.infit          Zh
## 1   0.68136899 -0.22600663 0.69369335 -0.20054043  0.62751790
## 2   0.49107355 -0.55305925 0.51445298 -0.50631759  0.69942565
## 3   0.48045821 -0.51205915 0.55775857 -0.36690734  0.71482421
## 4   0.68136899 -0.22600663 0.69369335 -0.20054043  0.62751790
## 5   0.93676887  0.17793070 0.97466508  0.22604716  0.28951072
## 6   0.24406889 -1.22027081 0.27393722 -1.13055431  0.73772470
## 7   0.33923620 -0.98238409 0.33935107 -0.97885497  0.46869091
## 8   0.27081988 -1.01753118 0.28924571 -0.95579413  0.87404713
## 9   1.03801556  0.30197851 0.99986663  0.25146652 -0.04395707
## 10  0.38769542 -0.82690198 0.34460558 -0.94188557  0.59577712
## 11  0.49509614 -0.47765204 0.46542234 -0.53289189  0.72489720
## 12  0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 13  3.71444934  2.45468202 3.55246704  2.36346902 -4.23081207
## 14  0.49509614 -0.47765204 0.46542234 -0.53289189  0.72489720
## 15  0.35202912 -0.77431909 0.39065329 -0.67479691  0.83019238
## 16  0.48045821 -0.51205915 0.55775857 -0.36690734  0.71482421
## 17  0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 18  0.39912374 -0.82868919 0.42104169 -0.76932447  0.83747585
## 19  1.93517723  1.19347027 2.06752563  1.30329523 -0.71106508
## 20  0.25478667 -1.07519901 0.24827069 -1.09332529  1.01968906
## 21  1.08589504  0.38130007 0.92371937  0.20330243 -0.17104649
## 22  0.43287895 -0.63217995 0.48125006 -0.53684352  0.70416966
## 23  0.24406889 -1.22027081 0.27393722 -1.13055431  0.73772470
## 24  0.98266383  0.23520737 0.94692247  0.18604676 -0.05143980
## 25  0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 26  0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 27  0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 28  0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 29  0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 30  2.01008725  1.20774436 2.27728582  1.36480867 -1.07581827
## 31  0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 32  0.25478667 -1.07519901 0.24827069 -1.09332529  1.01968906
## 33  0.49509614 -0.47765204 0.46542234 -0.53289189  0.72489720
## 34  0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 35  0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 36  4.30403240  2.79594071 4.14530978  2.70677378 -5.55531689
## 37  0.37576649 -0.77144712 0.36589093 -0.80318074  0.75678131
## 38  1.27466967  0.58128853 1.47674760  0.77858907 -0.57536238
## 39  1.65144119  0.98071355 1.50909379  0.84006872 -0.69318464
## 40  0.24406889 -1.22027081 0.27393722 -1.13055431  0.73772470
## 41  0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 42  0.70091242 -0.07015631 0.75506800  0.03732786  0.37121775
## 43  0.98322350  0.25314544 1.02439014  0.30382225  0.17319278
## 44  0.12762609 -1.60165485 0.13235414 -1.58120439  0.93529035
## 45  0.39912374 -0.82868919 0.42104169 -0.76932447  0.83747585
## 46  0.58087579 -0.29979599 0.74737827 -0.01665927  0.51213807
## 47  0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 48  0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 49  0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 50  0.47843964 -0.64186732 0.50512711 -0.57985833  0.88943209
## 51  3.08363184  1.89473076 3.07451447  1.85006237 -2.41745664
## 52  0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 53  0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 54  1.48072793  0.81390591 1.52543449  0.85813218 -0.33463904
## 55  0.70091242 -0.07015631 0.75506800  0.03732786  0.37121775
## 56  0.72899206 -0.13105744 0.78125197 -0.04553419  0.06155594
## 57  0.26878089 -1.15130178 0.24850033 -1.20610531  0.71105489
## 58  0.24110638 -1.18383249 0.23984125 -1.17578398  1.05571701
## 59  0.35202912 -0.77431909 0.39065329 -0.67479691  0.83019238
## 60  0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 61  2.41439746  1.63503309 2.47730169  1.67623706 -1.76731675
## 62  0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 63  1.40600781  0.72832797 1.57900857  0.90423610 -0.21214586
## 64  0.83089223  0.04287119 0.93184165  0.17968409  0.56955364
## 65  0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 66  0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 67  1.16220615  0.46360694 1.35075543  0.65519991 -0.15757421
## 68  3.59898847  2.29872333 3.31624469  2.15145100 -2.99633151
## 69  3.21912992  1.97251865 3.72768563  2.19658369 -2.29344844
## 70  2.25632213  1.41057636 1.93866761  1.17552709 -1.49521470
## 71  0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 72  0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 73  0.75460140 -0.08051567 0.83673545  0.04377138  0.81414337
## 74  1.72391015  1.05636297 1.84903809  1.16914948 -1.18962681
## 75  0.67727116 -0.14705768 0.60316311 -0.23414256  0.19952141
## 76  0.24406889 -1.22027081 0.27393722 -1.13055431  0.73772470
## 77  0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 78  1.03928005  0.30183965 1.07850172  0.35192665 -0.32952126
## 79  1.02310481  0.30115852 1.09359078  0.38358295 -0.05427661
## 80  0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 81  0.35202912 -0.77431909 0.39065329 -0.67479691  0.83019238
## 82  0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 83  1.34017450  0.65122673 1.19255491  0.49310261 -0.34500993
## 84  0.24110638 -1.18383249 0.23984125 -1.17578398  1.05571701
## 85  0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 86  0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 87  0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 88  0.70091242 -0.07015631 0.75506800  0.03732786  0.37121775
## 89  0.24424777 -1.09057513 0.21135851 -1.18963366  1.17742279
## 90  0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 91  0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 92  0.36897816 -0.80596221 0.40546454 -0.72754167  0.82808496
## 93  0.12762609 -1.60165485 0.13235414 -1.58120439  0.93529035
## 94  1.44486506  0.77561842 1.39779351  0.72497530 -0.22153194
## 95  0.19512650 -1.35641225 0.19204702 -1.35488388  0.96604013
## 96  1.24636643  0.55206344 1.33091396  0.63585362 -0.35685100
## 97  0.37576649 -0.77144712 0.36589093 -0.80318074  0.75678131
## 98  0.35202912 -0.77431909 0.39065329 -0.67479691  0.83019238
## 99  1.16220615  0.46360694 1.35075543  0.65519991 -0.15757421
## 100 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 101 0.27081988 -1.01753118 0.28924571 -0.95579413  0.87404713
## 102 0.17891455 -1.44890108 0.18493572 -1.41134730  1.21138382
## 103 1.92512504  1.22686840 1.82658292  1.13646959 -1.22803977
## 104 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 105 1.01316326  0.26330982 0.93390066  0.15494166  0.01889206
## 106 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 107 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 108 0.35202912 -0.77431909 0.39065329 -0.67479691  0.83019238
## 109 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 110 0.81760606  0.03812081 0.83765577  0.06773255  0.12951848
## 111 0.59177192 -0.28585075 0.62659425 -0.20623180  0.48631951
## 112 0.85706659  0.05645672 0.85585136  0.05768188  0.34978618
## 113 0.93676887  0.17793070 0.97466508  0.22604716  0.28951072
## 114 2.39518251  1.58349854 2.15656007  1.40622271 -1.39589417
## 115 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 116 1.44486506  0.77561842 1.39779351  0.72497530 -0.22153194
## 117 0.36897816 -0.80596221 0.40546454 -0.72754167  0.82808496
## 118 0.36797469 -0.70099974 0.27080098 -0.86676589  0.71039898
## 119 1.93517723  1.19347027 2.06752563  1.30329523 -0.71106508
## 120 0.37576649 -0.77144712 0.36589093 -0.80318074  0.75678131
## 121 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 122 0.47843964 -0.64186732 0.50512711 -0.57985833  0.88943209
## 123 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 124 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 125 1.08589504  0.38130007 0.92371937  0.20330243 -0.17104649
## 126 1.02887892  0.32144756 1.09460180  0.40476103 -0.01003799
## 127 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 128 2.65273988  1.72453777 2.39909730  1.55789071 -2.26507506
## 129 0.58087579 -0.29979599 0.74737827 -0.01665927  0.51213807
## 130 0.81760606  0.03812081 0.83765577  0.06773255  0.12951848
## 131 1.40600781  0.72832797 1.57900857  0.90423610 -0.21214586
## 132 0.26493642 -1.03178226 0.28077981 -0.97710068  0.94794439
## 133 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 134 0.48045821 -0.51205915 0.55775857 -0.36690734  0.71482421
## 135 0.93676887  0.17793070 0.97466508  0.22604716  0.28951072
## 136 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 137 1.19886539  0.49930432 1.17055001  0.46567330 -0.05706587
## 138 0.24110638 -1.18383249 0.23984125 -1.17578398  1.05571701
## 139 0.17891455 -1.44890108 0.18493572 -1.41134730  1.21138382
## 140 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 141 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 142 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 143 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 144 1.02310481  0.30115852 1.09359078  0.38358295 -0.05427661
## 145 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 146 0.35202912 -0.77431909 0.39065329 -0.67479691  0.83019238
## 147 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 148 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 149 0.96347727  0.23334992 0.88789972  0.13975879 -0.08096272
## 150 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 151 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 152 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 153 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 154 1.48072793  0.81390591 1.52543449  0.85813218 -0.33463904
## 155 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 156 0.37576649 -0.77144712 0.36589093 -0.80318074  0.75678131
## 157 0.29165406 -0.96311526 0.28915988 -0.96743121  0.88198349
## 158 2.71578639  1.85410416 2.57730200  1.74998380 -2.18960573
## 159 1.01316326  0.26330982 0.93390066  0.15494166  0.01889206
## 160 5.49608025  3.25111819 5.30208920  3.15097125 -6.39153757
## 161 0.24110638 -1.18383249 0.23984125 -1.17578398  1.05571701
## 162 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 163 0.84720258  0.10748079 0.90630181  0.20387177  0.39868471
## 164 0.12558816 -1.75861487 0.12804414 -1.73226268  0.96289908
## 165 0.61704795 -0.35573097 0.61767751 -0.34997258  0.91234675
## 166 0.38769542 -0.82690198 0.34460558 -0.94188557  0.59577712
## 167 2.07843498  1.35356312 2.17807617  1.42799038 -1.38467786
## 168 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 169 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 170 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 171 0.55592115 -0.27633603 0.56616089 -0.24123278  1.04112580
## 172 0.36897816 -0.80596221 0.40546454 -0.72754167  0.82808496
## 173 0.39912374 -0.82868919 0.42104169 -0.76932447  0.83747585
## 174 0.19512650 -1.35641225 0.19204702 -1.35488388  0.96604013
## 175 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 176 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 177 0.58087579 -0.29979599 0.74737827 -0.01665927  0.51213807
## 178 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 179 0.33923620 -0.98238409 0.33935107 -0.97885497  0.46869091
## 180 1.90873351  1.14234364 2.18249294  1.34125193 -1.25915398
## 181 0.48045821 -0.51205915 0.55775857 -0.36690734  0.71482421
## 182 0.19512650 -1.35641225 0.19204702 -1.35488388  0.96604013
## 183 0.64814388 -0.27376226 0.65666329 -0.25380974 -0.02244896
## 184 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 185 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 186 0.60832364 -0.31111709 0.63121589 -0.26567272  0.40855069
## 187 0.19512650 -1.35641225 0.19204702 -1.35488388  0.96604013
## 188 1.68603612  0.99068604 1.65134908  0.96191547 -1.23692192
## 189 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 190 1.78053175  1.04961233 1.82959725  1.08659855 -0.96247015
## 191 1.68603612  0.99068604 1.65134908  0.96191547 -1.23692192
## 192 0.12762609 -1.60165485 0.13235414 -1.58120439  0.93529035
## 193 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 194 0.36897816 -0.80596221 0.40546454 -0.72754167  0.82808496
## 195 0.93663919  0.19182410 0.94287961  0.20216262 -0.24168622
## 196 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 197 1.08589504  0.38130007 0.92371937  0.20330243 -0.17104649
## 198 0.25478667 -1.07519901 0.24827069 -1.09332529  1.01968906
## 199 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 200 1.48887840  0.79513311 1.51993997  0.82233447 -0.45838046
## 201 1.63697775  0.94316784 1.66767386  0.96789597 -1.01846805
## 202 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 203 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 204 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 205 1.01316326  0.26330982 0.93390066  0.15494166  0.01889206
## 206 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 207 1.32811948  0.63989812 1.31825997  0.62883363 -0.21669474
## 208 0.26878089 -1.15130178 0.24850033 -1.20610531  0.71105489
## 209 0.55592115 -0.27633603 0.56616089 -0.24123278  1.04112580
## 210 0.84720258  0.10748079 0.90630181  0.20387177  0.39868471
## 211 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 212 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 213 0.64601625 -0.26366780 0.59915906 -0.35153253  0.26518912
## 214 0.71180000 -0.17229322 0.69403498 -0.20405527  0.26698637
## 215 1.34017450  0.65122673 1.19255491  0.49310261 -0.34500993
## 216 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 217 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 218 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 219 0.43287895 -0.63217995 0.48125006 -0.53684352  0.70416966
## 220 0.43287895 -0.63217995 0.48125006 -0.53684352  0.70416966
## 221 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 222 1.00741706  0.25734966 1.07425638  0.34519262  0.08376341
## 223 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 224 0.27081988 -1.01753118 0.28924571 -0.95579413  0.87404713
## 225 0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 226 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 227 0.37576649 -0.77144712 0.36589093 -0.80318074  0.75678131
## 228 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 229 2.40532541  1.55012600 2.21104707  1.41564627 -2.20691969
## 230 0.93676887  0.17793070 0.97466508  0.22604716  0.28951072
## 231 0.74295345 -0.13253174 0.81671100 -0.01519903  0.52341082
## 232 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 233 0.36797469 -0.70099974 0.27080098 -0.86676589  0.71039898
## 234 0.47843964 -0.64186732 0.50512711 -0.57985833  0.88943209
## 235 6.22474722  3.33117716 7.20250329  3.66738394 -6.53441202
## 236 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 237 0.83089223  0.04287119 0.93184165  0.17968409  0.56955364
## 238 0.12558816 -1.75861487 0.12804414 -1.73226268  0.96289908
## 239 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 240 0.12762609 -1.60165485 0.13235414 -1.58120439  0.93529035
## 241 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 242 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 243 4.61959388  2.66205433 5.37701069  2.94993873 -4.43732894
## 244 2.01008725  1.20774436 2.27728582  1.36480867 -1.07581827
## 245 0.12762609 -1.60165485 0.13235414 -1.58120439  0.93529035
## 246 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 247 1.86077364  1.17487676 1.86589145  1.17544810 -0.75321502
## 248 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 249 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 250 1.08589504  0.38130007 0.92371937  0.20330243 -0.17104649
## 251 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 252 0.84720258  0.10748079 0.90630181  0.20387177  0.39868471
## 253 0.35202912 -0.77431909 0.39065329 -0.67479691  0.83019238
## 254 3.58573644  2.21293478 3.93563055  2.39312955 -3.43940041
## 255 0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 256 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 257 0.26878089 -1.15130178 0.24850033 -1.20610531  0.71105489
## 258 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 259 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 260 0.12762609 -1.60165485 0.13235414 -1.58120439  0.93529035
## 261 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 262 0.47843964 -0.64186732 0.50512711 -0.57985833  0.88943209
## 263 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 264 0.49509614 -0.47765204 0.46542234 -0.53289189  0.72489720
## 265 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 266 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 267 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 268 0.98322350  0.25314544 1.02439014  0.30382225  0.17319278
## 269 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 270 0.36797469 -0.70099974 0.27080098 -0.86676589  0.71039898
## 271 4.64134310  2.80019142 5.35733980  3.12762306 -4.76344113
## 272 0.58087579 -0.29979599 0.74737827 -0.01665927  0.51213807
## 273 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 274 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 275 0.36797469 -0.70099974 0.27080098 -0.86676589  0.71039898
## 276 1.76294932  1.04890557 2.00086628  1.24960768 -0.95238106
## 277 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 278 0.38769542 -0.82690198 0.34460558 -0.94188557  0.59577712
## 279 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 280 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 281 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 282 2.01008725  1.20774436 2.27728582  1.36480867 -1.07581827
## 283 0.70091242 -0.07015631 0.75506800  0.03732786  0.37121775
## 284 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 285 0.86913666  0.07913445 0.99185193  0.24491555  0.43354485
## 286 2.16786738  1.38908111 2.25811860  1.45833574 -1.43472289
## 287 2.70831951  1.74145371 2.68134621  1.71548031 -1.90445921
## 288 0.55592115 -0.27633603 0.56616089 -0.24123278  1.04112580
## 289 0.93663919  0.19182410 0.94287961  0.20216262 -0.24168622
## 290 1.37684043  0.68108711 1.41136388  0.71091764 -0.55438155
## 291 0.76831123 -0.06023187 0.88016349  0.09940515  0.15858184
## 292 0.27081988 -1.01753118 0.28924571 -0.95579413  0.87404713
## 293 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 294 0.48045821 -0.51205915 0.55775857 -0.36690734  0.71482421
## 295 0.59177192 -0.28585075 0.62659425 -0.20623180  0.48631951
## 296 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 297 0.26878089 -1.15130178 0.24850033 -1.20610531  0.71105489
## 298 0.77322608 -0.04575248 0.81989672  0.02190050  0.57902945
## 299 1.08589504  0.38130007 0.92371937  0.20330243 -0.17104649
## 300 1.44486506  0.77561842 1.39779351  0.72497530 -0.22153194
## 301 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 302 0.43287895 -0.63217995 0.48125006 -0.53684352  0.70416966
## 303 1.89894676  1.12552968 1.80586302  1.03706254 -0.96931279
## 304 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 305 0.24406889 -1.22027081 0.27393722 -1.13055431  0.73772470
## 306 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 307 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 308 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 309 0.26493642 -1.03178226 0.28077981 -0.97710068  0.94794439
## 310 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 311 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 312 2.60549042  1.64494657 2.78119922  1.75090447 -1.84654557
## 313 0.48045821 -0.51205915 0.55775857 -0.36690734  0.71482421
## 314 0.12558816 -1.75861487 0.12804414 -1.73226268  0.96289908
## 315 0.64814388 -0.27376226 0.65666329 -0.25380974 -0.02244896
## 316 0.26878089 -1.15130178 0.24850033 -1.20610531  0.71105489
## 317 0.12762609 -1.60165485 0.13235414 -1.58120439  0.93529035
## 318 3.08363184  1.89473076 3.07451447  1.85006237 -2.41745664
## 319 0.86913666  0.07913445 0.99185193  0.24491555  0.43354485
## 320 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 321 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 322 3.04629673  2.00931907 3.27079753  2.15320435 -2.44265456
## 323 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 324 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 325 0.29165406 -0.96311526 0.28915988 -0.96743121  0.88198349
## 326 2.65273988  1.72453777 2.39909730  1.55789071 -2.26507506
## 327 0.84720258  0.10748079 0.90630181  0.20387177  0.39868471
## 328 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 329 0.81971447  0.01165792 0.71696655 -0.15001341  0.13142920
## 330 0.24110638 -1.18383249 0.23984125 -1.17578398  1.05571701
## 331 1.02887892  0.32144756 1.09460180  0.40476103 -0.01003799
## 332 0.59739102 -0.31542760 0.63251096 -0.24975656  0.37276389
## 333 0.86913666  0.07913445 0.99185193  0.24491555  0.43354485
## 334 0.43287895 -0.63217995 0.48125006 -0.53684352  0.70416966
## 335 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 336 2.40532541  1.55012600 2.21104707  1.41564627 -2.20691969
## 337 0.70091242 -0.07015631 0.75506800  0.03732786  0.37121775
## 338 0.19512650 -1.35641225 0.19204702 -1.35488388  0.96604013
## 339 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 340 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 341 6.22474722  3.33117716 7.20250329  3.66738394 -6.53441202
## 342 2.35727972  1.46632652 2.54488151  1.58283488 -1.50789341
## 343 0.96347727  0.23334992 0.88789972  0.13975879 -0.08096272
## 344 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 345 0.55592115 -0.27633603 0.56616089 -0.24123278  1.04112580
## 346 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 347 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 348 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 349 0.84720258  0.10748079 0.90630181  0.20387177  0.39868471
## 350 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 351 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 352 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 353 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 354 0.47843964 -0.64186732 0.50512711 -0.57985833  0.88943209
## 355 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 356 0.37073210 -0.90048256 0.37108893 -0.89525204  0.86522885
## 357 0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 358 0.93676887  0.17793070 0.97466508  0.22604716  0.28951072
## 359 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 360 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 361 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 362 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 363 6.31547912  3.55044165 5.67351905  3.31407171 -6.46610958
## 364 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 365 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 366 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 367 1.19886539  0.49930432 1.17055001  0.46567330 -0.05706587
## 368 1.02310481  0.30115852 1.09359078  0.38358295 -0.05427661
## 369 0.35202912 -0.77431909 0.39065329 -0.67479691  0.83019238
## 370 0.49509614 -0.47765204 0.46542234 -0.53289189  0.72489720
## 371 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 372 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 373 0.67727116 -0.14705768 0.60316311 -0.23414256  0.19952141
## 374 0.33923620 -0.98238409 0.33935107 -0.97885497  0.46869091
## 375 0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 376 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 377 0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 378 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 379 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 380 1.15495229  0.45608898 1.00687751  0.29399567 -0.08147457
## 381 0.43287895 -0.63217995 0.48125006 -0.53684352  0.70416966
## 382 0.57052145 -0.35685714 0.51068087 -0.45584157  0.59904925
## 383 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 384 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 385 1.89894676  1.12552968 1.80586302  1.03706254 -0.96931279
## 386 1.74296914  0.99778934 1.75468855  0.98697349 -0.83608972
## 387 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 388 0.84720258  0.10748079 0.90630181  0.20387177  0.39868471
## 389 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 390 0.39912374 -0.82868919 0.42104169 -0.76932447  0.83747585
## 391 0.38769542 -0.82690198 0.34460558 -0.94188557  0.59577712
## 392 1.01316326  0.26330982 0.93390066  0.15494166  0.01889206
## 393 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 394 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 395 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 396 0.17891455 -1.44890108 0.18493572 -1.41134730  1.21138382
## 397 1.18545284  0.48348482 1.16488043  0.45927205 -0.13746478
## 398 2.11101207  1.39746420 2.04806001  1.34135670 -1.47298228
## 399 0.26493642 -1.03178226 0.28077981 -0.97710068  0.94794439
## 400 1.02887892  0.32144756 1.09460180  0.40476103 -0.01003799
## 401 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 402 2.25632213  1.41057636 1.93866761  1.17552709 -1.49521470
## 403 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 404 0.81760606  0.03812081 0.83765577  0.06773255  0.12951848
## 405 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 406 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 407 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 408 2.55274024  1.61759196 2.54336854  1.60955184 -1.72757602
## 409 0.36797469 -0.70099974 0.27080098 -0.86676589  0.71039898
## 410 0.39912374 -0.82868919 0.42104169 -0.76932447  0.83747585
## 411 1.19886539  0.49930432 1.17055001  0.46567330 -0.05706587
## 412 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 413 0.48045821 -0.51205915 0.55775857 -0.36690734  0.71482421
## 414 0.27081988 -1.01753118 0.28924571 -0.95579413  0.87404713
## 415 0.59561465 -0.33809965 0.59842815 -0.32684707  0.38197558
## 416 1.02310481  0.30115852 1.09359078  0.38358295 -0.05427661
## 417 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 418 0.24406889 -1.22027081 0.27393722 -1.13055431  0.73772470
## 419 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 420 0.49509614 -0.47765204 0.46542234 -0.53289189  0.72489720
## 421 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 422 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 423 0.25478667 -1.07519901 0.24827069 -1.09332529  1.01968906
## 424 0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 425 0.85706659  0.05645672 0.85585136  0.05768188  0.34978618
## 426 0.26493642 -1.03178226 0.28077981 -0.97710068  0.94794439
## 427 1.27466967  0.58128853 1.47674760  0.77858907 -0.57536238
## 428 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 429 0.48045821 -0.51205915 0.55775857 -0.36690734  0.71482421
## 430 0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 431 3.04629673  2.00931907 3.27079753  2.15320435 -2.44265456
## 432 0.33923620 -0.98238409 0.33935107 -0.97885497  0.46869091
## 433 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 434 0.99145303  0.25845934 1.00515667  0.27540366 -0.05205139
## 435 1.76294932  1.04890557 2.00086628  1.24960768 -0.95238106
## 436 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 437 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 438 1.65144119  0.98071355 1.50909379  0.84006872 -0.69318464
## 439 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 440 1.26534049  0.57622550 1.35288675  0.67246755 -0.61445091
## 441 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 442 2.01008725  1.20774436 2.27728582  1.36480867 -1.07581827
## 443 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 444 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 445 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 446 0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 447 1.02887892  0.32144756 1.09460180  0.40476103 -0.01003799
## 448 0.38769542 -0.82690198 0.34460558 -0.94188557  0.59577712
## 449 0.64601625 -0.26366780 0.59915906 -0.35153253  0.26518912
## 450 0.86913666  0.07913445 0.99185193  0.24491555  0.43354485
## 451 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 452 0.43287895 -0.63217995 0.48125006 -0.53684352  0.70416966
## 453 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 454 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 455 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 456 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 457 0.84720258  0.10748079 0.90630181  0.20387177  0.39868471
## 458 0.70091242 -0.07015631 0.75506800  0.03732786  0.37121775
## 459 2.89581278  1.96809912 3.04763650  2.05844042 -2.49898413
## 460 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 461 0.84720258  0.10748079 0.90630181  0.20387177  0.39868471
## 462 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 463 2.76223178  1.86984938 2.71715378  1.83105081 -2.59483424
## 464 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 465 1.21152213  0.51454849 1.39549014  0.70657325  0.06022996
## 466 0.63092594 -0.26744685 0.60797495 -0.31225780  0.26904849
## 467 0.84720258  0.10748079 0.90630181  0.20387177  0.39868471
## 468 0.25478667 -1.07519901 0.24827069 -1.09332529  1.01968906
## 469 0.59561465 -0.33809965 0.59842815 -0.32684707  0.38197558
## 470 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 471 0.33923620 -0.98238409 0.33935107 -0.97885497  0.46869091
## 472 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 473 2.01008725  1.20774436 2.27728582  1.36480867 -1.07581827
## 474 2.32632169  1.56208609 2.56190832  1.73588498 -1.69728884
## 475 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 476 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 477 0.25478667 -1.07519901 0.24827069 -1.09332529  1.01968906
## 478 0.33923620 -0.98238409 0.33935107 -0.97885497  0.46869091
## 479 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 480 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 481 2.07843498  1.35356312 2.17807617  1.42799038 -1.38467786
## 482 0.27081988 -1.01753118 0.28924571 -0.95579413  0.87404713
## 483 2.16786738  1.38908111 2.25811860  1.45833574 -1.43472289
## 484 0.49509614 -0.47765204 0.46542234 -0.53289189  0.72489720
## 485 0.25478667 -1.07519901 0.24827069 -1.09332529  1.01968906
## 486 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 487 1.74296914  0.99778934 1.75468855  0.98697349 -0.83608972
## 488 2.01008725  1.20774436 2.27728582  1.36480867 -1.07581827
## 489 2.47091594  1.66002578 2.40068958  1.60927411 -2.12381845
## 490 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 491 0.58087579 -0.29979599 0.74737827 -0.01665927  0.51213807
## 492 0.36797469 -0.70099974 0.27080098 -0.86676589  0.71039898
## 493 4.38581080  2.80408284 4.72049186  2.96900929 -4.53755314
## 494 0.85706659  0.05645672 0.85585136  0.05768188  0.34978618
## 495 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 496 2.76280658  1.83344504 2.50593935  1.66305281 -2.30271811
## 497 1.16220615  0.46360694 1.35075543  0.65519991 -0.15757421
## 498 0.70091242 -0.07015631 0.75506800  0.03732786  0.37121775
## 499 0.63445507 -0.32345248 0.60585720 -0.37185587  0.49489577
## 500 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 501 1.40422356  0.72391273 1.35846770  0.67480158 -0.55578323
## 502 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 503 1.40600781  0.72832797 1.57900857  0.90423610 -0.21214586
## 504 1.02887892  0.32144756 1.09460180  0.40476103 -0.01003799
## 505 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 506 0.60832364 -0.31111709 0.63121589 -0.26567272  0.40855069
## 507 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 508 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 509 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 510 0.35202912 -0.77431909 0.39065329 -0.67479691  0.83019238
## 511 0.33923620 -0.98238409 0.33935107 -0.97885497  0.46869091
## 512 0.17891455 -1.44890108 0.18493572 -1.41134730  1.21138382
## 513 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 514 1.03610538  0.29453503 1.03157831  0.28959745 -0.32966111
## 515 0.49509614 -0.47765204 0.46542234 -0.53289189  0.72489720
## 516 0.58087579 -0.29979599 0.74737827 -0.01665927  0.51213807
## 517 1.08589504  0.38130007 0.92371937  0.20330243 -0.17104649
## 518 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 519 0.71180000 -0.17229322 0.69403498 -0.20405527  0.26698637
## 520 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 521 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 522 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 523 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 524 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 525 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 526 0.12762609 -1.60165485 0.13235414 -1.58120439  0.93529035
## 527 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 528 0.62698937 -0.25949565 0.59365176 -0.31055072  0.38012873
## 529 0.61704795 -0.35573097 0.61767751 -0.34997258  0.91234675
## 530 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 531 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 532 2.33629237  1.50290683 2.34149079  1.50821955 -1.72278301
## 533 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 534 1.78053175  1.04961233 1.82959725  1.08659855 -0.96247015
## 535 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 536 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 537 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 538 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 539 0.25478667 -1.07519901 0.24827069 -1.09332529  1.01968906
## 540 0.35202912 -0.77431909 0.39065329 -0.67479691  0.83019238
## 541 0.81971447  0.01165792 0.71696655 -0.15001341  0.13142920
## 542 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 543 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 544 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 545 2.01008725  1.20774436 2.27728582  1.36480867 -1.07581827
## 546 1.74071735  1.06052206 1.93401683  1.23332659 -1.03491405
## 547 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 548 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 549 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 550 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 551 0.59177192 -0.28585075 0.62659425 -0.20623180  0.48631951
## 552 0.58087579 -0.29979599 0.74737827 -0.01665927  0.51213807
## 553 1.21152213  0.51454849 1.39549014  0.70657325  0.06022996
## 554 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 555 0.17891455 -1.44890108 0.18493572 -1.41134730  1.21138382
## 556 0.24110638 -1.18383249 0.23984125 -1.17578398  1.05571701
## 557 1.44486506  0.77561842 1.39779351  0.72497530 -0.22153194
## 558 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 559 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 560 0.36797469 -0.70099974 0.27080098 -0.86676589  0.71039898
## 561 2.31460509  1.52174583 2.34694983  1.53891863 -1.39715569
## 562 2.76223178  1.86984938 2.71715378  1.83105081 -2.59483424
## 563 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 564 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 565 0.36897816 -0.80596221 0.40546454 -0.72754167  0.82808496
## 566 0.12762609 -1.60165485 0.13235414 -1.58120439  0.93529035
## 567 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 568 0.59177192 -0.28585075 0.62659425 -0.20623180  0.48631951
## 569 0.17891455 -1.44890108 0.18493572 -1.41134730  1.21138382
## 570 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 571 0.29165406 -0.96311526 0.28915988 -0.96743121  0.88198349
## 572 0.35202912 -0.77431909 0.39065329 -0.67479691  0.83019238
## 573 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 574 0.58087579 -0.29979599 0.74737827 -0.01665927  0.51213807
## 575 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 576 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 577 3.16998100  2.08185700 3.31450705  2.15611293 -2.44393437
## 578 0.37073210 -0.90048256 0.37108893 -0.89525204  0.86522885
## 579 0.81760606  0.03812081 0.83765577  0.06773255  0.12951848
## 580 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 581 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 582 1.03610538  0.29453503 1.03157831  0.28959745 -0.32966111
## 583 0.38769542 -0.82690198 0.34460558 -0.94188557  0.59577712
## 584 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 585 0.38769542 -0.82690198 0.34460558 -0.94188557  0.59577712
## 586 2.27856166  1.43749892 2.41587065  1.52637346 -1.59234674
## 587 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 588 0.64814388 -0.27376226 0.65666329 -0.25380974 -0.02244896
## 589 0.74295345 -0.13253174 0.81671100 -0.01519903  0.52341082
## 590 0.33923620 -0.98238409 0.33935107 -0.97885497  0.46869091
## 591 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 592 0.38769542 -0.82690198 0.34460558 -0.94188557  0.59577712
## 593 0.37576649 -0.77144712 0.36589093 -0.80318074  0.75678131
## 594 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 595 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 596 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 597 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 598 1.00741706  0.25734966 1.07425638  0.34519262  0.08376341
## 599 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 600 0.36897816 -0.80596221 0.40546454 -0.72754167  0.82808496
## 601 0.74295345 -0.13253174 0.81671100 -0.01519903  0.52341082
## 602 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 603 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 604 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 605 0.62717561 -0.33951317 0.66781867 -0.26213874  0.48105978
## 606 1.00741706  0.25734966 1.07425638  0.34519262  0.08376341
## 607 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 608 3.21912992  1.97251865 3.72768563  2.19658369 -2.29344844
## 609 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 610 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 611 5.73922267  3.23681464 5.84433520  3.25773222 -6.29635368
## 612 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 613 0.49509614 -0.47765204 0.46542234 -0.53289189  0.72489720
## 614 0.70091242 -0.07015631 0.75506800  0.03732786  0.37121775
## 615 0.27081988 -1.01753118 0.28924571 -0.95579413  0.87404713
## 616 0.67727116 -0.14705768 0.60316311 -0.23414256  0.19952141
## 617 0.37576649 -0.77144712 0.36589093 -0.80318074  0.75678131
## 618 1.86077364  1.17487676 1.86589145  1.17544810 -0.75321502
## 619 0.71180000 -0.17229322 0.69403498 -0.20405527  0.26698637
## 620 0.86913666  0.07913445 0.99185193  0.24491555  0.43354485
## 621 3.08363184  1.89473076 3.07451447  1.85006237 -2.41745664
## 622 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 623 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 624 0.49509614 -0.47765204 0.46542234 -0.53289189  0.72489720
## 625 3.18142787  2.15993794 3.30146934  2.22560157 -3.26935356
## 626 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 627 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 628 1.19886539  0.49930432 1.17055001  0.46567330 -0.05706587
## 629 1.89894676  1.12552968 1.80586302  1.03706254 -0.96931279
## 630 1.08589504  0.38130007 0.92371937  0.20330243 -0.17104649
## 631 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 632 0.36897816 -0.80596221 0.40546454 -0.72754167  0.82808496
## 633 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 634 2.32632169  1.56208609 2.56190832  1.73588498 -1.69728884
## 635 0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 636 0.19973877 -1.41464521 0.21825453 -1.33317909  1.01856641
## 637 0.33923620 -0.98238409 0.33935107 -0.97885497  0.46869091
## 638 1.15495229  0.45608898 1.00687751  0.29399567 -0.08147457
## 639 5.38980176  3.30022640 5.30964426  3.24990992 -7.23285851
## 640 0.12558816 -1.75861487 0.12804414 -1.73226268  0.96289908
## 641 1.74296914  0.99778934 1.75468855  0.98697349 -0.83608972
## 642 0.43861370 -0.66666158 0.33041188 -0.92840570  0.46348097
## 643 0.84720258  0.10748079 0.90630181  0.20387177  0.39868471
## 644 0.55592115 -0.27633603 0.56616089 -0.24123278  1.04112580
## 645 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 646 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 647 0.81971447  0.01165792 0.71696655 -0.15001341  0.13142920
## 648 0.76831123 -0.06023187 0.88016349  0.09940515  0.15858184
## 649 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 650 1.40600781  0.72832797 1.57900857  0.90423610 -0.21214586
## 651 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 652 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 653 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 654 1.50382620  0.82324771 1.43247095  0.75011934 -0.87987027
## 655 1.15495229  0.45608898 1.00687751  0.29399567 -0.08147457
## 656 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 657 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 658 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 659 0.12762609 -1.60165485 0.13235414 -1.58120439  0.93529035
## 660 0.36797469 -0.70099974 0.27080098 -0.86676589  0.71039898
## 661 0.24110638 -1.18383249 0.23984125 -1.17578398  1.05571701
## 662 0.35202912 -0.77431909 0.39065329 -0.67479691  0.83019238
## 663 0.81971447  0.01165792 0.71696655 -0.15001341  0.13142920
## 664 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 665 0.26878089 -1.15130178 0.24850033 -1.20610531  0.71105489
## 666 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 667 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 668 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 669 3.95715903  2.58493486 4.05792460  2.62558086 -3.91897393
## 670 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 671 0.36797469 -0.70099974 0.27080098 -0.86676589  0.71039898
## 672 0.67727116 -0.14705768 0.60316311 -0.23414256  0.19952141
## 673 1.71887606  1.00215946 1.75053010  1.02579196 -0.88532996
## 674 0.26493642 -1.03178226 0.28077981 -0.97710068  0.94794439
## 675 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 676 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 677 0.48045821 -0.51205915 0.55775857 -0.36690734  0.71482421
## 678 2.11101207  1.39746420 2.04806001  1.34135670 -1.47298228
## 679 1.02887892  0.32144756 1.09460180  0.40476103 -0.01003799
## 680 0.19973877 -1.41464521 0.21825453 -1.33317909  1.01856641
## 681 0.48045821 -0.51205915 0.55775857 -0.36690734  0.71482421
## 682 0.75460140 -0.08051567 0.83673545  0.04377138  0.81414337
## 683 0.59739102 -0.31542760 0.63251096 -0.24975656  0.37276389
## 684 1.41195716  0.71952740 1.50116168  0.80272590 -0.55704340
## 685 0.85096029  0.08371599 0.85567679  0.09241899 -0.12707745
## 686 0.19973877 -1.41464521 0.21825453 -1.33317909  1.01856641
## 687 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 688 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 689 0.37569137 -0.74146482 0.39498708 -0.69309116  0.55772560
## 690 0.12762609 -1.60165485 0.13235414 -1.58120439  0.93529035
## 691 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 692 0.19512650 -1.35641225 0.19204702 -1.35488388  0.96604013
## 693 0.70091242 -0.07015631 0.75506800  0.03732786  0.37121775
## 694 1.35694750  0.67321455 1.37689353  0.69515845 -0.21224806
## 695 0.74295345 -0.13253174 0.81671100 -0.01519903  0.52341082
## 696 0.33923620 -0.98238409 0.33935107 -0.97885497  0.46869091
## 697 0.75756743 -0.10985449 0.71790429 -0.17153073  0.11814949
## 698 0.37073210 -0.90048256 0.37108893 -0.89525204  0.86522885
## 699 0.81971447  0.01165792 0.71696655 -0.15001341  0.13142920
## 700 0.47843964 -0.64186732 0.50512711 -0.57985833  0.88943209
## 701 0.62717561 -0.33951317 0.66781867 -0.26213874  0.48105978
## 702 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 703 0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 704 1.18395092  0.48494992 1.25357798  0.55969304 -0.37940010
## 705 0.36797469 -0.70099974 0.27080098 -0.86676589  0.71039898
## 706 2.53776036  1.60110535 2.46358156  1.54682933 -2.01157479
## 707 2.27889035  1.51887583 2.24191204  1.48421741 -1.62913578
## 708 0.26878089 -1.15130178 0.24850033 -1.20610531  0.71105489
## 709 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 710 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 711 0.43287895 -0.63217995 0.48125006 -0.53684352  0.70416966
## 712 0.93676887  0.17793070 0.97466508  0.22604716  0.28951072
## 713 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 714 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 715 0.19512650 -1.35641225 0.19204702 -1.35488388  0.96604013
## 716 0.55592115 -0.27633603 0.56616089 -0.24123278  1.04112580
## 717 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 718 0.57052145 -0.35685714 0.51068087 -0.45584157  0.59904925
## 719 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 720 7.27077913  3.68765586 7.62621807  3.78635992 -7.41689141
## 721 0.59177192 -0.28585075 0.62659425 -0.20623180  0.48631951
## 722 0.50642790 -0.51929890 0.59997819 -0.34230637  0.84144069
## 723 0.35202912 -0.77431909 0.39065329 -0.67479691  0.83019238
## 724 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 725 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 726 0.12762609 -1.60165485 0.13235414 -1.58120439  0.93529035
## 727 0.36797469 -0.70099974 0.27080098 -0.86676589  0.71039898
## 728 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 729 0.36897816 -0.80596221 0.40546454 -0.72754167  0.82808496
## 730 0.61704795 -0.35573097 0.61767751 -0.34997258  0.91234675
## 731 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 732 0.24406889 -1.22027081 0.27393722 -1.13055431  0.73772470
## 733 0.58087579 -0.29979599 0.74737827 -0.01665927  0.51213807
## 734 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 735 1.16220615  0.46360694 1.35075543  0.65519991 -0.15757421
## 736 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 737 0.37576649 -0.77144712 0.36589093 -0.80318074  0.75678131
## 738 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 739 0.38769542 -0.82690198 0.34460558 -0.94188557  0.59577712
## 740 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 741 1.00178281  0.27120567 0.85598123  0.08110383  0.09162913
## 742 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 743 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 744 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 745 0.24110638 -1.18383249 0.23984125 -1.17578398  1.05571701
## 746 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 747 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 748 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 749 0.47843964 -0.64186732 0.50512711 -0.57985833  0.88943209
## 750 0.43287895 -0.63217995 0.48125006 -0.53684352  0.70416966
## 751 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 752 0.27081988 -1.01753118 0.28924571 -0.95579413  0.87404713
## 753 0.84720258  0.10748079 0.90630181  0.20387177  0.39868471
## 754 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 755 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 756 0.12558816 -1.75861487 0.12804414 -1.73226268  0.96289908
## 757 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 758 0.24424777 -1.09057513 0.21135851 -1.18963366  1.17742279
## 759 0.39912374 -0.82868919 0.42104169 -0.76932447  0.83747585
## 760 2.22397567  1.44020394 2.19222367  1.40979919 -1.20057691
## 761 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 762 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 763 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 764 2.01008725  1.20774436 2.27728582  1.36480867 -1.07581827
## 765 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 766 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 767 3.08363184  1.89473076 3.07451447  1.85006237 -2.41745664
## 768 0.74295345 -0.13253174 0.81671100 -0.01519903  0.52341082
## 769 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 770 1.44486506  0.77561842 1.39779351  0.72497530 -0.22153194
## 771 0.36797469 -0.70099974 0.27080098 -0.86676589  0.71039898
## 772 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 773 0.24110638 -1.18383249 0.23984125 -1.17578398  1.05571701
## 774 4.55689155  2.62882041 4.58088080  2.61395894 -3.59241479
## 775 0.36797469 -0.70099974 0.27080098 -0.86676589  0.71039898
## 776 2.92647278  1.93879295 2.70391313  1.79933058 -2.66457577
## 777 0.24110638 -1.18383249 0.23984125 -1.17578398  1.05571701
## 778 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 779 0.64601625 -0.26366780 0.59915906 -0.35153253  0.26518912
## 780 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 781 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 782 0.56455850 -0.38190585 0.58713427 -0.33487556  0.21318105
## 783 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 784 0.50642790 -0.51929890 0.59997819 -0.34230637  0.84144069
## 785 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 786 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 787 0.93676887  0.17793070 0.97466508  0.22604716  0.28951072
## 788 2.46462380  1.62981852 2.53272408  1.67031304 -1.71183950
## 789 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 790 0.48045821 -0.51205915 0.55775857 -0.36690734  0.71482421
## 791 0.93676887  0.17793070 0.97466508  0.22604716  0.28951072
## 792 0.64601625 -0.26366780 0.59915906 -0.35153253  0.26518912
## 793 1.02310481  0.30115852 1.09359078  0.38358295 -0.05427661
## 794 0.25478667 -1.07519901 0.24827069 -1.09332529  1.01968906
## 795 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 796 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 797 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 798 2.35727972  1.46632652 2.54488151  1.58283488 -1.50789341
## 799 2.03393286  1.24268954 2.41541876  1.51150539 -1.01814448
## 800 0.71180000 -0.17229322 0.69403498 -0.20405527  0.26698637
## 801 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 802 0.19512650 -1.35641225 0.19204702 -1.35488388  0.96604013
## 803 0.24406889 -1.22027081 0.27393722 -1.13055431  0.73772470
## 804 0.24424777 -1.09057513 0.21135851 -1.18963366  1.17742279
## 805 4.82242024  3.05366518 4.77419342  3.02165389 -6.12446879
## 806 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 807 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 808 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 809 1.40600781  0.72832797 1.57900857  0.90423610 -0.21214586
## 810 0.62717561 -0.33951317 0.66781867 -0.26213874  0.48105978
## 811 0.39912374 -0.82868919 0.42104169 -0.76932447  0.83747585
## 812 0.25478667 -1.07519901 0.24827069 -1.09332529  1.01968906
## 813 0.55592115 -0.27633603 0.56616089 -0.24123278  1.04112580
## 814 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 815 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 816 0.26878089 -1.15130178 0.24850033 -1.20610531  0.71105489
## 817 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 818 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 819 1.29653774  0.60804367 1.28710396  0.59777521  0.00885099
## 820 0.85706659  0.05645672 0.85585136  0.05768188  0.34978618
## 821 0.26878089 -1.15130178 0.24850033 -1.20610531  0.71105489
## 822 0.17891455 -1.44890108 0.18493572 -1.41134730  1.21138382
## 823 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 824 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 825 0.24424777 -1.09057513 0.21135851 -1.18963366  1.17742279
## 826 0.86913666  0.07913445 0.99185193  0.24491555  0.43354485
## 827 5.22405600  2.95174209 5.31676726  2.97847757 -4.61019880
## 828 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 829 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 830 0.43861370 -0.66666158 0.33041188 -0.92840570  0.46348097
## 831 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 832 0.43861370 -0.66666158 0.33041188 -0.92840570  0.46348097
## 833 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 834 0.77322608 -0.04575248 0.81989672  0.02190050  0.57902945
## 835 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 836 0.81971447  0.01165792 0.71696655 -0.15001341  0.13142920
## 837 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 838 0.61704795 -0.35573097 0.61767751 -0.34997258  0.91234675
## 839 0.93676887  0.17793070 0.97466508  0.22604716  0.28951072
## 840 0.48045821 -0.51205915 0.55775857 -0.36690734  0.71482421
## 841 0.49509614 -0.47765204 0.46542234 -0.53289189  0.72489720
## 842 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 843 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 844 0.59177192 -0.28585075 0.62659425 -0.20623180  0.48631951
## 845 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 846 1.93517723  1.19347027 2.06752563  1.30329523 -0.71106508
## 847 1.44486506  0.77561842 1.39779351  0.72497530 -0.22153194
## 848 0.85706659  0.05645672 0.85585136  0.05768188  0.34978618
## 849 2.03393286  1.24268954 2.41541876  1.51150539 -1.01814448
## 850 1.21152213  0.51454849 1.39549014  0.70657325  0.06022996
## 851 0.37576649 -0.77144712 0.36589093 -0.80318074  0.75678131
## 852 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 853 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 854 1.56275828  0.86044160 1.67035367  0.95479659 -0.67497611
## 855 0.24424777 -1.09057513 0.21135851 -1.18963366  1.17742279
## 856 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 857 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 858 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 859 0.26878089 -1.15130178 0.24850033 -1.20610531  0.71105489
## 860 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 861 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 862 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 863 0.75756743 -0.10985449 0.71790429 -0.17153073  0.11814949
## 864 2.39518251  1.58349854 2.15656007  1.40622271 -1.39589417
## 865 0.36897816 -0.80596221 0.40546454 -0.72754167  0.82808496
## 866 0.74295345 -0.13253174 0.81671100 -0.01519903  0.52341082
## 867 0.43287895 -0.63217995 0.48125006 -0.53684352  0.70416966
## 868 0.75460140 -0.08051567 0.83673545  0.04377138  0.81414337
## 869 0.62815632 -0.26780033 0.61917486 -0.27513965  0.67688219
## 870 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 871 1.74296914  0.99778934 1.75468855  0.98697349 -0.83608972
## 872 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 873 0.36897816 -0.80596221 0.40546454 -0.72754167  0.82808496
## 874 0.33923620 -0.98238409 0.33935107 -0.97885497  0.46869091
## 875 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 876 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 877 1.35694750  0.67321455 1.37689353  0.69515845 -0.21224806
## 878 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 879 0.17891455 -1.44890108 0.18493572 -1.41134730  1.21138382
## 880 1.93517723  1.19347027 2.06752563  1.30329523 -0.71106508
## 881 0.97825717  0.24314672 1.05766370  0.34004985  0.14166412
## 882 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 883 1.71887606  1.00215946 1.75053010  1.02579196 -0.88532996
## 884 0.74295345 -0.13253174 0.81671100 -0.01519903  0.52341082
## 885 0.24406889 -1.22027081 0.27393722 -1.13055431  0.73772470
## 886 0.26493642 -1.03178226 0.28077981 -0.97710068  0.94794439
## 887 0.55592115 -0.27633603 0.56616089 -0.24123278  1.04112580
## 888 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 889 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 890 0.61704795 -0.35573097 0.61767751 -0.34997258  0.91234675
## 891 1.74296914  0.99778934 1.75468855  0.98697349 -0.83608972
## 892 0.61704795 -0.35573097 0.61767751 -0.34997258  0.91234675
## 893 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 894 0.12558816 -1.75861487 0.12804414 -1.73226268  0.96289908
## 895 0.12558816 -1.75861487 0.12804414 -1.73226268  0.96289908
## 896 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 897 0.70091242 -0.07015631 0.75506800  0.03732786  0.37121775
## 898 0.07394682 -1.79500440 0.08114628 -1.72364186  1.12137413
## 899 0.59177192 -0.28585075 0.62659425 -0.20623180  0.48631951
## 900 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 901 1.35694750  0.67321455 1.37689353  0.69515845 -0.21224806
## 902 2.35727972  1.46632652 2.54488151  1.58283488 -1.50789341
## 903 0.03163508 -2.53729360 0.02856457 -2.56605686  0.88886232
## 904 0.49107355 -0.55305925 0.51445298 -0.50631759  0.69942565
## 905 0.26878089 -1.15130178 0.24850033 -1.20610531  0.71105489
## 906 0.36897816 -0.80596221 0.40546454 -0.72754167  0.82808496
## 907 0.23354359 -1.14544547 0.20453161 -1.25122960  0.93184827
## 908 1.05130275  0.34143238 1.27200481  0.57793582 -0.15921751
## 909 2.64016788  1.79940266 2.72464021  1.85517164 -2.25663755
## 910 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 911 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 912 0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 913 0.12558816 -1.75861487 0.12804414 -1.73226268  0.96289908
## 914 0.61704795 -0.35573097 0.61767751 -0.34997258  0.91234675
## 915 0.11361052 -1.82502776 0.11783193 -1.80187258  0.96678918
## 916 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 917 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 918 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 919 0.12558816 -1.75861487 0.12804414 -1.73226268  0.96289908
## 920 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 921 0.12762609 -1.60165485 0.13235414 -1.58120439  0.93529035
## 922 1.93517723  1.19347027 2.06752563  1.30329523 -0.71106508
## 923 0.03536686 -2.23317310 0.03471421 -2.22080058  1.45068498
## 924 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 925 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 926 0.05888557 -2.13455686 0.06752266 -2.07563623  1.18587023
## 927 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 928 0.16541614 -1.37024956 0.14248641 -1.46996215  0.94388063
## 929 0.74295345 -0.13253174 0.81671100 -0.01519903  0.52341082
## 930 2.87700129  1.96247149 2.71106378  1.84234397 -2.29333443
## 931 0.62717561 -0.33951317 0.66781867 -0.26213874  0.48105978
## 932 0.63092594 -0.26744685 0.60797495 -0.31225780  0.26904849
## 933 3.04629673  2.00931907 3.27079753  2.15320435 -2.44265456
## 934 0.74295345 -0.13253174 0.81671100 -0.01519903  0.52341082
## 935 3.88575092  2.39356596 4.04226562  2.45718922 -3.02960241
## 936 0.24424777 -1.09057513 0.21135851 -1.18963366  1.17742279
## 937 0.84720258  0.10748079 0.90630181  0.20387177  0.39868471
## 938 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 939 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 940 0.41777687 -0.35724524 0.47357155 -0.24149689  0.87306134
## 941 0.41324918 -0.61292780 0.38124419 -0.62708403  0.87826531
## 942 0.39442714 -0.56562173 0.33967932 -0.61279673  0.80979047
## 943 0.29165406 -0.96311526 0.28915988 -0.96743121  0.88198349
## 944 0.48045821 -0.51205915 0.55775857 -0.36690734  0.71482421
## 945 0.05625040 -1.90478656 0.07416665 -1.71514653  1.25615780
## 946 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 947 0.81971447  0.01165792 0.71696655 -0.15001341  0.13142920
## 948 0.74295345 -0.13253174 0.81671100 -0.01519903  0.52341082
## 949 0.44331341 -0.70211032 0.48299913 -0.61466940  0.94944865
## 950 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 951 0.17891455 -1.44890108 0.18493572 -1.41134730  1.21138382
## 952 0.19303120 -1.46365058 0.18017205 -1.51372539  0.88483197
## 953 0.12558816 -1.75861487 0.12804414 -1.73226268  0.96289908
## 954 0.04936731 -2.14611367 0.04799283 -2.17695491  1.10992696
## 955 1.00178281  0.27120567 0.85598123  0.08110383  0.09162913
## 956 0.27081988 -1.01753118 0.28924571 -0.95579413  0.87404713
## 957 0.55592115 -0.27633603 0.56616089 -0.24123278  1.04112580
## 958 0.56455850 -0.38190585 0.58713427 -0.33487556  0.21318105
## 959 0.24110638 -1.18383249 0.23984125 -1.17578398  1.05571701
## 960 1.18545284  0.48348482 1.16488043  0.45927205 -0.13746478

#6

DGS_IRT_6 = mirt(data = DGS_7model_6,
      model = 1, #this is for one factor
      itemtype = "gpcmIRT" #generalized partial credit model
)
## 
Iteration: 1, Log-Lik: -11699.268, Max-Change: 1.80191
Iteration: 2, Log-Lik: -11085.729, Max-Change: 0.58952
Iteration: 3, Log-Lik: -11063.648, Max-Change: 0.39988
Iteration: 4, Log-Lik: -11055.317, Max-Change: 0.23771
Iteration: 5, Log-Lik: -11051.703, Max-Change: 0.10729
Iteration: 6, Log-Lik: -11049.334, Max-Change: 0.10792
Iteration: 7, Log-Lik: -11048.653, Max-Change: 0.04204
Iteration: 8, Log-Lik: -11047.724, Max-Change: 0.04027
Iteration: 9, Log-Lik: -11047.187, Max-Change: 0.02089
Iteration: 10, Log-Lik: -11046.863, Max-Change: 0.01642
Iteration: 11, Log-Lik: -11046.664, Max-Change: 0.02231
Iteration: 12, Log-Lik: -11046.541, Max-Change: 0.00967
Iteration: 13, Log-Lik: -11046.491, Max-Change: 0.00799
Iteration: 14, Log-Lik: -11046.439, Max-Change: 0.00630
Iteration: 15, Log-Lik: -11046.407, Max-Change: 0.00567
Iteration: 16, Log-Lik: -11046.382, Max-Change: 0.01648
Iteration: 17, Log-Lik: -11046.343, Max-Change: 0.00147
Iteration: 18, Log-Lik: -11046.342, Max-Change: 0.00053
Iteration: 19, Log-Lik: -11046.342, Max-Change: 0.00050
Iteration: 20, Log-Lik: -11046.341, Max-Change: 0.00026
Iteration: 21, Log-Lik: -11046.341, Max-Change: 0.00025
Iteration: 22, Log-Lik: -11046.341, Max-Change: 0.00018
Iteration: 23, Log-Lik: -11046.341, Max-Change: 0.00018
Iteration: 24, Log-Lik: -11046.341, Max-Change: 0.00021
Iteration: 25, Log-Lik: -11046.341, Max-Change: 0.00017
Iteration: 26, Log-Lik: -11046.341, Max-Change: 0.00020
Iteration: 27, Log-Lik: -11046.341, Max-Change: 0.00020
Iteration: 28, Log-Lik: -11046.341, Max-Change: 0.00015
Iteration: 29, Log-Lik: -11046.341, Max-Change: 0.00015
Iteration: 30, Log-Lik: -11046.341, Max-Change: 0.00017
Iteration: 31, Log-Lik: -11046.341, Max-Change: 0.00013
Iteration: 32, Log-Lik: -11046.341, Max-Change: 0.00015
Iteration: 33, Log-Lik: -11046.341, Max-Change: 0.00015
Iteration: 34, Log-Lik: -11046.341, Max-Change: 0.00012
Iteration: 35, Log-Lik: -11046.341, Max-Change: 0.00012
Iteration: 36, Log-Lik: -11046.341, Max-Change: 0.00014
Iteration: 37, Log-Lik: -11046.341, Max-Change: 0.00010
Iteration: 38, Log-Lik: -11046.341, Max-Change: 0.00012
Iteration: 39, Log-Lik: -11046.341, Max-Change: 0.00012
Iteration: 40, Log-Lik: -11046.341, Max-Change: 0.00010
summary(DGS_IRT_6)
##           F1     h2
## DGS_6  0.517 0.2675
## DGS_38 0.355 0.1262
## DGS_39 0.524 0.2743
## DGS_45 0.226 0.0512
## DGS_67 0.343 0.1174
## DGS_70 0.307 0.0945
## DGS_71 0.325 0.1056
## 
## SS loadings:  1.037 
## Proportion Var:  0.148 
## 
## Factor correlations: 
## 
##    F1
## F1  1
coef(DGS_IRT_6, IRTpars = T)
## $DGS_6
##        a1     b1     b2    b3    b4    b5    b6 c
## par 1.028 -1.009 -0.105 0.792 0.784 1.716 2.186 0
## 
## $DGS_38
##        a1     b1    b2    b3   b4    b5   b6 c
## par 0.647 -0.385 0.418 1.094 2.77 1.886 2.96 0
## 
## $DGS_39
##        a1     b1     b2    b3    b4    b5    b6 c
## par 1.046 -0.707 -0.051 0.439 0.933 1.744 1.873 0
## 
## $DGS_45
##        a1     b1     b2     b3    b4     b5    b6 c
## par 0.396 -1.846 -1.838 -0.727 1.234 -0.913 0.681 0
## 
## $DGS_67
##        a1     b1     b2     b3     b4    b5    b6 c
## par 0.621 -2.303 -1.966 -0.969 -0.229 0.111 1.291 0
## 
## $DGS_70
##       a1     b1     b2    b3    b4  b5    b6 c
## par 0.55 -2.096 -0.728 0.716 1.112 0.9 1.622 0
## 
## $DGS_71
##        a1     b1    b2    b3    b4    b5    b6 c
## par 0.585 -1.058 0.223 1.487 2.631 1.476 3.375 0
## 
## $GroupPars
##     MEAN_1 COV_11
## par      0      1
#itemplot(DGS_IRT_6, 5, type = "trace")
itemplot(DGS_IRT_6, 1, type = "info")

plot(DGS_IRT_6, type = "trace")

plot(DGS_IRT_6, type = "info")

plot(DGS_IRT_6) #expected score curve

#person fit
fscores(DGS_IRT_6) #factor score for each participants
##                  F1
##   [1,] -0.872024128
##   [2,]  3.120332881
##   [3,] -1.869818421
##   [4,]  0.472498505
##   [5,]  0.414428643
##   [6,] -0.332655659
##   [7,]  0.715725407
##   [8,] -0.464968322
##   [9,]  0.385147194
##  [10,] -0.389484970
##  [11,]  0.651587874
##  [12,] -0.509883010
##  [13,] -0.491823301
##  [14,] -0.551877719
##  [15,] -1.215119349
##  [16,] -0.368756578
##  [17,]  0.199574072
##  [18,]  0.448865478
##  [19,] -1.659285931
##  [20,]  0.766956590
##  [21,] -0.212072932
##  [22,] -0.539705732
##  [23,]  0.499119213
##  [24,]  0.081872957
##  [25,]  0.500617368
##  [26,] -1.940443233
##  [27,] -1.247301147
##  [28,]  0.567204827
##  [29,]  0.626565748
##  [30,] -0.900193969
##  [31,]  0.188407461
##  [32,]  0.945244521
##  [33,]  0.307355012
##  [34,]  0.603510227
##  [35,] -2.521456438
##  [36,] -0.722725970
##  [37,] -0.607497981
##  [38,]  1.115001281
##  [39,] -0.506355674
##  [40,]  0.438878947
##  [41,] -0.136006883
##  [42,] -0.750476662
##  [43,]  0.577716191
##  [44,]  0.831768510
##  [45,]  0.056337747
##  [46,] -0.119745998
##  [47,] -0.631569659
##  [48,] -1.636375968
##  [49,]  0.060700322
##  [50,]  0.237388496
##  [51,] -0.735146716
##  [52,]  1.057566689
##  [53,]  1.095927282
##  [54,]  0.291711471
##  [55,] -0.578173546
##  [56,] -0.940359318
##  [57,]  0.365134574
##  [58,]  0.718914791
##  [59,]  0.845206993
##  [60,] -0.398758003
##  [61,] -0.472160195
##  [62,]  0.254052602
##  [63,]  0.334805406
##  [64,]  1.085858330
##  [65,]  0.232502329
##  [66,] -0.149577476
##  [67,]  0.344347197
##  [68,] -1.560772684
##  [69,] -0.692613701
##  [70,] -0.439666904
##  [71,]  0.718557931
##  [72,]  0.631951772
##  [73,]  0.535831537
##  [74,] -0.198370479
##  [75,]  0.211246411
##  [76,]  0.724360430
##  [77,] -1.676725741
##  [78,] -0.309589985
##  [79,]  0.457103174
##  [80,]  0.266960691
##  [81,] -0.748049633
##  [82,]  0.875660314
##  [83,] -0.013077142
##  [84,] -0.081341912
##  [85,]  0.696315018
##  [86,] -0.246682869
##  [87,] -2.311767911
##  [88,] -1.543270244
##  [89,]  1.081608602
##  [90,] -0.540170388
##  [91,]  0.868984462
##  [92,]  0.147654683
##  [93,] -0.022762220
##  [94,]  0.294768720
##  [95,]  1.182352871
##  [96,] -0.484811685
##  [97,]  0.836626357
##  [98,] -0.162220773
##  [99,]  0.390193343
## [100,] -1.215662512
## [101,]  0.843210465
## [102,] -0.490926813
## [103,]  0.590807638
## [104,]  0.440503718
## [105,]  0.278289369
## [106,] -0.636041572
## [107,]  1.372417769
## [108,]  0.028652668
## [109,]  1.171120042
## [110,]  0.490497979
## [111,]  0.405739757
## [112,] -0.414911588
## [113,] -1.135839279
## [114,] -0.342469756
## [115,]  0.421790354
## [116,] -0.058994688
## [117,] -0.284823281
## [118,] -0.919741110
## [119,] -0.157359543
## [120,]  0.792053346
## [121,]  0.732277574
## [122,]  0.836044153
## [123,] -0.522404680
## [124,] -2.521456438
## [125,]  1.000437357
## [126,] -0.972424041
## [127,] -0.289937155
## [128,] -0.074849728
## [129,]  0.459880687
## [130,]  0.471678479
## [131,]  0.663974636
## [132,] -0.404165808
## [133,] -0.641625126
## [134,]  0.246152855
## [135,] -1.008457546
## [136,] -1.012231925
## [137,]  0.365850250
## [138,] -0.254582627
## [139,]  1.149870534
## [140,] -1.285682853
## [141,] -0.489482405
## [142,] -0.265637924
## [143,] -0.340781578
## [144,]  0.539033909
## [145,]  1.079191962
## [146,] -2.521456438
## [147,]  0.743931555
## [148,]  0.092670243
## [149,]  0.398036323
## [150,] -0.058994688
## [151,]  0.043954369
## [152,]  1.154843956
## [153,] -0.940359318
## [154,] -0.406641121
## [155,] -0.304014903
## [156,]  0.822496558
## [157,]  1.323435957
## [158,] -0.261245084
## [159,]  0.804716581
## [160,]  1.501587611
## [161,]  0.713236342
## [162,] -1.235911437
## [163,] -2.521456438
## [164,]  0.578221683
## [165,]  0.405175223
## [166,]  0.669898300
## [167,]  1.675330520
## [168,] -1.872885616
## [169,] -0.322323538
## [170,]  0.397796028
## [171,]  0.738967703
## [172,]  0.184423569
## [173,]  0.047090316
## [174,] -0.827657141
## [175,]  1.289062871
## [176,]  0.848385239
## [177,] -0.818466175
## [178,]  0.741441126
## [179,]  1.206038898
## [180,] -1.065761608
## [181,]  0.638170927
## [182,] -0.689946596
## [183,]  1.483288180
## [184,]  0.202106694
## [185,] -0.104455517
## [186,] -0.389613972
## [187,] -0.510171749
## [188,] -1.094228017
## [189,]  0.558626524
## [190,]  0.134683115
## [191,]  0.433176587
## [192,] -0.691259650
## [193,]  0.633169422
## [194,]  0.487411615
## [195,]  0.158974087
## [196,]  2.007448306
## [197,]  0.996876441
## [198,] -0.712175621
## [199,]  0.576462982
## [200,]  0.624061007
## [201,]  1.472537216
## [202,] -0.505995055
## [203,] -0.319720419
## [204,]  0.390193343
## [205,]  1.433896104
## [206,] -1.467367625
## [207,]  1.054716341
## [208,]  1.185376604
## [209,]  0.784071441
## [210,]  0.459071446
## [211,] -1.869818421
## [212,]  0.249625678
## [213,] -0.207911949
## [214,]  0.962357600
## [215,]  0.192060500
## [216,] -1.034540649
## [217,]  0.371462103
## [218,] -1.974673674
## [219,] -0.289937155
## [220,] -0.799174167
## [221,]  0.499707640
## [222,]  0.066073496
## [223,] -1.306139286
## [224,]  0.295171075
## [225,]  0.328895538
## [226,]  1.274608430
## [227,] -0.866631404
## [228,]  1.923959730
## [229,]  0.106119905
## [230,]  1.086843307
## [231,] -0.485237661
## [232,] -0.918714252
## [233,] -1.624457143
## [234,]  0.653990657
## [235,]  0.359502156
## [236,]  0.609811068
## [237,]  0.838232713
## [238,]  0.776994402
## [239,]  0.924929759
## [240,]  0.501210210
## [241,]  0.326299509
## [242,] -0.615054759
## [243,]  0.484852873
## [244,] -0.816506950
## [245,]  0.097250137
## [246,]  0.672395984
## [247,]  1.177837551
## [248,]  0.323807473
## [249,] -0.130490064
## [250,]  0.564699940
## [251,] -1.194218100
## [252,]  0.303078671
## [253,] -1.195960269
## [254,]  0.040576077
## [255,] -0.642154512
## [256,]  0.718117044
## [257,]  0.336420046
## [258,]  0.075943030
## [259,] -0.066593022
## [260,]  0.368431560
## [261,]  0.400362991
## [262,]  0.030759727
## [263,] -0.070219444
## [264,] -0.050525744
## [265,]  0.566564188
## [266,] -2.521456438
## [267,] -0.609171703
## [268,]  0.088824844
## [269,]  0.840331700
## [270,]  0.298594482
## [271,] -0.683506056
## [272,] -0.701230373
## [273,] -0.131821713
## [274,] -0.291038924
## [275,] -1.771413305
## [276,] -0.760171397
## [277,] -1.083176618
## [278,]  0.302869557
## [279,]  0.254148545
## [280,] -0.635755515
## [281,]  0.376493365
## [282,]  0.707228166
## [283,] -0.299436633
## [284,] -0.040422673
## [285,] -0.084288643
## [286,]  0.180668896
## [287,]  0.645810210
## [288,]  0.514210810
## [289,]  0.420166002
## [290,]  1.561050548
## [291,]  0.483084608
## [292,]  1.255592911
## [293,]  0.060700322
## [294,] -0.628782663
## [295,]  0.096463824
## [296,] -0.093143622
## [297,]  0.318720614
## [298,]  0.832790783
## [299,] -0.114907555
## [300,]  0.547977301
## [301,] -0.305397934
## [302,] -0.532700425
## [303,]  0.829263542
## [304,] -1.380279741
## [305,] -0.235949049
## [306,]  0.300250419
## [307,]  0.250241769
## [308,] -0.093792511
## [309,]  0.109331962
## [310,] -0.528966528
## [311,]  0.863688318
## [312,]  0.566886339
## [313,]  0.104273943
## [314,] -0.334885234
## [315,]  0.709143564
## [316,]  0.136649975
## [317,]  0.963640126
## [318,]  1.223713017
## [319,]  0.012662838
## [320,]  0.611521463
## [321,]  0.589721952
## [322,] -0.836470761
## [323,] -1.415641271
## [324,] -1.326734337
## [325,]  0.411318253
## [326,] -0.298187995
## [327,] -1.762456712
## [328,] -0.741920173
## [329,]  0.366190914
## [330,] -0.280272842
## [331,]  0.119563040
## [332,]  0.971010930
## [333,] -0.070206156
## [334,] -0.971922102
## [335,]  0.308427297
## [336,] -0.976532962
## [337,] -0.609348903
## [338,]  0.660691286
## [339,]  0.145826035
## [340,] -0.518936478
## [341,] -0.801612355
## [342,] -1.084466660
## [343,] -0.291351207
## [344,]  0.885129900
## [345,]  2.949628606
## [346,] -0.979173697
## [347,] -0.375981852
## [348,] -0.631904660
## [349,] -1.302159528
## [350,] -0.531765698
## [351,] -0.277253404
## [352,] -0.631104981
## [353,] -0.711593202
## [354,]  0.108686494
## [355,]  0.298826822
## [356,] -0.636842691
## [357,]  0.476162876
## [358,] -0.395196724
## [359,] -1.753302344
## [360,] -1.940443233
## [361,]  0.336568118
## [362,] -0.317343714
## [363,] -0.395627860
## [364,] -2.521456438
## [365,]  0.759678698
## [366,] -0.957121190
## [367,] -0.549597769
## [368,] -0.468803451
## [369,] -0.273269675
## [370,] -0.309139151
## [371,] -1.146782226
## [372,]  0.996915074
## [373,] -0.391678293
## [374,]  0.168519817
## [375,]  0.796917090
## [376,] -0.450717484
## [377,] -0.264934314
## [378,]  1.168472468
## [379,]  0.551278202
## [380,] -0.767883575
## [381,]  0.202106694
## [382,]  1.655259293
## [383,] -1.353471415
## [384,] -2.285828317
## [385,] -0.141611868
## [386,] -2.093303013
## [387,]  0.992690089
## [388,]  0.010100754
## [389,]  1.067507362
## [390,]  0.775204204
## [391,] -0.309271381
## [392,] -0.463399811
## [393,]  0.529485320
## [394,]  0.262150413
## [395,]  0.049255379
## [396,]  0.529754819
## [397,]  0.364566065
## [398,]  0.913502189
## [399,]  1.874433983
## [400,] -0.192998358
## [401,] -2.285828317
## [402,] -0.397822398
## [403,] -1.637986472
## [404,]  0.452956646
## [405,] -0.300972617
## [406,] -2.285828317
## [407,] -1.087663619
## [408,]  1.131898512
## [409,]  0.339619938
## [410,]  0.402930898
## [411,]  0.804699418
## [412,] -0.369026417
## [413,] -0.398429944
## [414,]  0.081221286
## [415,]  0.196786071
## [416,] -0.270571570
## [417,] -2.521456438
## [418,]  0.110196034
## [419,]  0.205844636
## [420,] -0.012188662
## [421,] -2.368954330
## [422,] -0.960705896
## [423,] -0.395753836
## [424,]  1.059765972
## [425,]  0.407834850
## [426,]  1.119580872
## [427,]  0.287534648
## [428,] -0.697718918
## [429,]  0.377916565
## [430,]  0.657610734
## [431,]  2.312174331
## [432,] -0.717487015
## [433,] -0.116071164
## [434,] -0.999360135
## [435,]  0.701980148
## [436,]  0.320872582
## [437,] -1.963133201
## [438,] -0.063764526
## [439,]  0.565490034
## [440,] -0.017669231
## [441,] -0.843082739
## [442,]  2.028498992
## [443,]  0.831768510
## [444,]  0.348694669
## [445,]  0.472591209
## [446,]  0.997357660
## [447,] -0.161080700
## [448,]  0.726183732
## [449,]  0.414830942
## [450,]  0.834138493
## [451,]  1.218962022
## [452,] -1.384845723
## [453,] -0.170225092
## [454,] -0.589455919
## [455,]  0.528478590
## [456,]  0.364544729
## [457,] -2.009088436
## [458,] -0.750978485
## [459,]  1.933496584
## [460,] -0.132189165
## [461,]  0.440614407
## [462,]  0.898863227
## [463,]  0.568503570
## [464,] -1.963133201
## [465,] -2.521456438
## [466,] -0.045643574
## [467,] -1.228139887
## [468,]  0.652173013
## [469,]  0.251068106
## [470,]  0.140264348
## [471,]  1.255492513
## [472,] -1.716564926
## [473,] -2.069434257
## [474,]  0.266954872
## [475,]  0.306189429
## [476,]  0.739164870
## [477,]  1.187232333
## [478,] -0.296826841
## [479,]  0.090274416
## [480,]  0.142499295
## [481,] -0.396339320
## [482,]  0.538458977
## [483,]  1.110664201
## [484,] -0.328607582
## [485,] -0.244075190
## [486,] -2.368954330
## [487,]  0.402330497
## [488,]  0.325260747
## [489,] -0.657098261
## [490,]  0.912828215
## [491,] -0.701832076
## [492,]  0.179315855
## [493,]  0.396647301
## [494,]  0.004435628
## [495,] -0.472445368
## [496,] -0.345099117
## [497,] -1.538407413
## [498,]  0.078136185
## [499,] -0.379385095
## [500,] -1.078608379
## [501,]  0.593856239
## [502,] -0.624640748
## [503,]  0.957368030
## [504,] -0.582447576
## [505,]  0.059083619
## [506,]  0.463907931
## [507,]  0.472550773
## [508,] -0.593248019
## [509,] -0.067219824
## [510,]  0.028803671
## [511,]  0.478005953
## [512,]  0.210075743
## [513,]  1.428802158
## [514,]  0.633071798
## [515,]  0.740325047
## [516,]  0.906337634
## [517,] -0.075768715
## [518,] -0.734830591
## [519,]  0.486218536
## [520,]  0.109319265
## [521,] -0.277143332
## [522,]  0.755140064
## [523,]  0.456740416
## [524,] -0.237595929
## [525,]  0.875656642
## [526,] -0.022611283
## [527,] -0.131218765
## [528,]  0.808607165
## [529,]  0.373917193
## [530,]  0.899451591
## [531,] -1.270773409
## [532,]  0.179722809
## [533,]  0.653990657
## [534,]  0.315670347
## [535,]  0.246152855
## [536,] -0.442310333
## [537,] -0.346625547
## [538,] -2.521456438
## [539,]  0.662611015
## [540,] -0.308446797
## [541,]  0.717005640
## [542,]  0.473718262
## [543,] -0.258925062
## [544,] -1.486135089
## [545,] -0.052553216
## [546,] -0.308372783
## [547,]  0.361944036
## [548,] -0.614262469
## [549,] -0.828497795
## [550,] -0.595586576
## [551,] -0.256627405
## [552,]  0.937276612
## [553,] -0.696014135
## [554,] -0.272755260
## [555,]  0.877358304
## [556,] -1.355747531
## [557,]  0.491783110
## [558,]  0.429460426
## [559,]  0.204045250
## [560,]  0.318827767
## [561,]  0.629299368
## [562,] -0.601271582
## [563,] -0.334311782
## [564,]  0.779482933
## [565,] -0.138222668
## [566,]  0.712030132
## [567,]  0.939934103
## [568,]  0.367710454
## [569,]  0.398596260
## [570,] -0.956622237
## [571,] -0.123912429
## [572,] -0.778796095
## [573,] -0.359176203
## [574,] -1.073623946
## [575,] -1.500931612
## [576,]  0.059844962
## [577,] -0.848418764
## [578,]  0.365862483
## [579,]  0.147728526
## [580,]  0.499822042
## [581,] -0.534612773
## [582,]  0.592788376
## [583,] -1.319241070
## [584,]  1.668112393
## [585,]  0.614028461
## [586,]  0.580944241
## [587,] -0.369754017
## [588,]  0.239188414
## [589,] -0.021228937
## [590,]  0.795219918
## [591,]  0.422401076
## [592,]  0.769536318
## [593,] -0.518936478
## [594,]  0.228387415
## [595,]  1.567637863
## [596,] -0.101466596
## [597,]  0.357505870
## [598,]  0.185047808
## [599,]  0.376493365
## [600,] -0.141811045
## [601,]  0.762843168
## [602,]  0.113129637
## [603,] -0.120645436
## [604,] -1.438184917
## [605,] -0.829297321
## [606,]  0.639781126
## [607,] -0.071916123
## [608,] -0.223528802
## [609,] -1.047746828
## [610,]  0.256557996
## [611,]  1.408548120
## [612,] -1.189817196
## [613,] -0.958190072
## [614,]  0.901355743
## [615,]  2.231591897
## [616,] -0.498050053
## [617,] -0.703764481
## [618,]  0.919565080
## [619,] -0.008505108
## [620,]  0.340326431
## [621,] -0.646962273
## [622,]  0.370640805
## [623,] -0.217160025
## [624,] -2.145881767
## [625,]  1.949111821
## [626,] -1.461000061
## [627,] -1.451535196
## [628,]  1.696098374
## [629,] -2.013088699
## [630,] -0.093625255
## [631,]  0.212602926
## [632,] -1.486135089
## [633,]  0.073902692
## [634,]  0.288162491
## [635,]  0.392763184
## [636,]  0.518356302
## [637,] -0.433046041
## [638,] -0.494796583
## [639,]  1.113784096
## [640,] -0.132742057
## [641,]  0.769727823
## [642,]  1.072238749
## [643,] -0.912715408
## [644,] -0.624006616
## [645,] -1.573722015
## [646,]  1.310675798
## [647,] -1.073285849
## [648,] -0.729718724
## [649,]  0.812418382
## [650,] -0.506008082
## [651,] -1.493814858
## [652,]  0.519148913
## [653,]  0.885373223
## [654,]  0.779183531
## [655,]  0.641697737
## [656,]  0.929912059
## [657,] -0.362150980
## [658,] -0.790748028
## [659,]  0.301655786
## [660,]  0.428047815
## [661,]  0.977127622
## [662,]  0.078775548
## [663,] -1.268753244
## [664,]  0.283747547
## [665,] -1.467367625
## [666,]  0.197621274
## [667,] -1.014495186
## [668,] -1.940443233
## [669,]  0.293526882
## [670,]  0.782396236
## [671,] -0.942475361
## [672,]  0.248786786
## [673,]  0.568503570
## [674,]  1.345361958
## [675,]  1.178554033
## [676,] -0.015525928
## [677,]  0.383895976
## [678,] -0.626827793
## [679,] -1.782108140
## [680,] -0.176758820
## [681,]  1.108223141
## [682,]  0.473621821
## [683,]  0.335260230
## [684,]  2.007868071
## [685,]  0.016090236
## [686,] -0.076271666
## [687,]  1.088606346
## [688,] -0.235671825
## [689,]  0.572250102
## [690,]  1.369095886
## [691,] -1.112305887
## [692,] -1.162118260
## [693,] -0.478490243
## [694,]  1.210978533
## [695,] -1.079131805
## [696,]  0.342930448
## [697,]  0.316959142
## [698,] -0.604765943
## [699,] -0.991535867
## [700,]  0.525542118
## [701,]  0.601854303
## [702,]  0.418084126
## [703,]  0.314137736
## [704,] -0.729447746
## [705,] -1.582092332
## [706,]  0.264219873
## [707,]  0.695672468
## [708,] -0.262632339
## [709,] -0.264934314
## [710,]  0.435761399
## [711,]  0.149238437
## [712,] -0.438972662
## [713,] -0.903219994
## [714,]  1.226510428
## [715,] -0.934822500
## [716,]  3.120332881
## [717,] -0.898806711
## [718,]  0.127945445
## [719,]  1.030962867
## [720,]  0.697913248
## [721,] -0.753351493
## [722,] -0.720860401
## [723,]  1.542102667
## [724,]  0.087318473
## [725,]  0.173616813
## [726,]  0.349859587
## [727,]  0.691458452
## [728,] -1.257135388
## [729,]  1.270154108
## [730,]  0.311642432
## [731,]  0.389256952
## [732,]  0.466800566
## [733,] -1.056647001
## [734,] -0.359036289
## [735,]  0.192265796
## [736,]  0.653990657
## [737,] -0.695063093
## [738,] -1.193074015
## [739,] -1.035209954
## [740,] -1.242905285
## [741,]  0.854478527
## [742,]  1.270136306
## [743,]  0.309961427
## [744,]  0.870680385
## [745,]  0.801221870
## [746,]  0.922114291
## [747,]  0.606982127
## [748,] -0.536529311
## [749,]  0.136013152
## [750,]  1.593478246
## [751,] -1.398398155
## [752,]  0.152449523
## [753,] -0.799643804
## [754,] -0.042945134
## [755,] -0.276011280
## [756,]  0.918397016
## [757,] -0.066761307
## [758,]  1.710125797
## [759,]  0.514089103
## [760,]  1.319265132
## [761,]  0.936840975
## [762,]  0.280420901
## [763,] -1.078608379
## [764,]  0.308439489
## [765,]  0.411994008
## [766,] -2.368954330
## [767,] -1.448166421
## [768,]  0.075686778
## [769,] -0.218103950
## [770,] -0.681731071
## [771,] -1.546592851
## [772,]  1.073485661
## [773,] -1.037250971
## [774,]  0.903861929
## [775,] -0.383229181
## [776,]  0.635576861
## [777,]  0.452342764
## [778,] -0.532134296
## [779,] -0.604765943
## [780,] -0.740113884
## [781,]  0.611640231
## [782,]  1.023787209
## [783,] -1.060438305
## [784,]  0.682631141
## [785,] -0.889542627
## [786,] -0.889362067
## [787,]  0.030753597
## [788,] -2.013088699
## [789,] -0.706794802
## [790,] -1.839297709
## [791,] -0.902432771
## [792,] -1.023568490
## [793,]  1.824296850
## [794,]  2.061627050
## [795,]  0.501198199
## [796,]  0.291116198
## [797,] -0.711600981
## [798,] -0.200400655
## [799,]  0.202953419
## [800,]  0.624647197
## [801,] -0.158300365
## [802,]  0.952488709
## [803,]  0.349618905
## [804,]  0.701662645
## [805,]  0.202125191
## [806,] -0.904266752
## [807,]  0.732708285
## [808,]  1.121192471
## [809,]  0.057972439
## [810,] -0.106410995
## [811,] -1.613060906
## [812,]  1.345254200
## [813,]  0.712493582
## [814,]  0.947784543
## [815,] -0.492591462
## [816,]  0.048217353
## [817,] -0.684469301
## [818,]  0.573375326
## [819,]  1.942655882
## [820,]  0.612318385
## [821,] -1.599871268
## [822,] -1.047765514
## [823,]  0.771234066
## [824,]  0.935915633
## [825,] -0.030616962
## [826,]  0.002897475
## [827,]  1.783667043
## [828,] -1.186690827
## [829,]  0.567204827
## [830,]  0.544922918
## [831,]  0.352335172
## [832,]  0.312467869
## [833,] -0.949424689
## [834,] -1.047746828
## [835,]  0.405368774
## [836,] -0.726108357
## [837,]  0.390193343
## [838,] -0.403293441
## [839,] -1.817687796
## [840,] -1.159073031
## [841,] -0.228108505
## [842,] -0.428730110
## [843,]  0.600674354
## [844,]  0.246267119
## [845,] -0.103660647
## [846,]  0.167248378
## [847,]  0.835037411
## [848,]  0.562879292
## [849,]  1.407795350
## [850,] -0.509460592
## [851,] -0.220833661
## [852,] -0.277122514
## [853,] -0.857302730
## [854,]  1.089759682
## [855,]  1.230223344
## [856,] -1.247301147
## [857,] -0.731590470
## [858,] -1.010978063
## [859,]  0.392763184
## [860,] -2.521456438
## [861,] -0.334751906
## [862,] -1.792848779
## [863,]  0.374249013
## [864,] -0.265337804
## [865,]  1.145603491
## [866,]  1.938289963
## [867,]  0.840229163
## [868,]  2.039453692
## [869,] -0.648474177
## [870,]  0.234016235
## [871,] -0.440399232
## [872,] -0.442310333
## [873,] -0.504556065
## [874,]  0.388439785
## [875,]  0.542687024
## [876,]  0.743240759
## [877,] -0.956850816
## [878,] -0.392733205
## [879,] -0.291998093
## [880,]  0.220359095
## [881,]  0.202277012
## [882,]  0.415028006
## [883,]  0.734785860
## [884,]  0.410718575
## [885,] -0.271645554
## [886,]  0.208157893
## [887,]  1.018528526
## [888,]  0.059189819
## [889,]  0.339272227
## [890,] -0.585796123
## [891,] -0.848553503
## [892,]  1.571733890
## [893,] -2.521456438
## [894,]  1.063522354
## [895,]  0.767047370
## [896,] -1.903102094
## [897,] -0.230941159
## [898,]  1.606330527
## [899,]  0.112045477
## [900,]  0.894101169
## [901,] -0.577460693
## [902,]  0.217292234
## [903,] -0.122627662
## [904,] -0.134429128
## [905,]  0.669886607
## [906,]  0.641687882
## [907,]  1.208579391
## [908,]  2.061678731
## [909,]  0.598268236
## [910,] -2.521456438
## [911,]  0.085229603
## [912,]  0.465394817
## [913,]  1.256909683
## [914,] -0.676694779
## [915,]  0.621981726
## [916,] -1.353471415
## [917,] -1.358849536
## [918,] -0.744850178
## [919,] -0.036289119
## [920,] -1.042306668
## [921,]  1.964055014
## [922,] -0.293079378
## [923,]  0.391611696
## [924,] -0.162515757
## [925,]  0.502793398
## [926,] -1.524067669
## [927,] -1.445578921
## [928,] -1.052525595
## [929,]  0.249009514
## [930,]  0.125323713
## [931,]  0.240495445
## [932,]  1.338357641
## [933,] -0.204671443
## [934,] -1.280083473
## [935,]  1.827194054
## [936,]  1.207667867
## [937,] -0.118006600
## [938,]  0.443060967
## [939,] -0.383891090
## [940,] -1.200623921
## [941,] -0.996689804
## [942,]  2.268046348
## [943,] -0.585796123
## [944,]  1.142380215
## [945,] -0.396146108
## [946,]  0.671703192
## [947,] -1.708191561
## [948,]  0.145483651
## [949,]  0.489089828
## [950,] -1.839297709
## [951,] -0.091279857
## [952,]  0.510874645
## [953,]  0.311025520
## [954,] -0.254861480
## [955,]  0.151542978
## [956,]  1.183976635
## [957,]  0.578195323
## [958,] -1.417238610
## [959,]  0.552315556
## [960,]  0.801894820
mirt::itemfit(DGS_IRT_6)
##     item    S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1  DGS_6  93.802      92      0.005  0.428
## 2 DGS_38 108.094      91      0.014  0.107
## 3 DGS_39  87.854      94      0.000  0.659
## 4 DGS_45 127.037     112      0.012  0.157
## 5 DGS_67 109.433      97      0.012  0.183
## 6 DGS_70 126.753     113      0.011  0.178
## 7 DGS_71 133.302      95      0.021  0.006
mirt::personfit(DGS_IRT_6)
##         outfit     z.outfit      infit      z.infit            Zh
## 1   0.31859624 -1.503807869 0.23163228 -1.850643830   1.432108918
## 2   0.54182675 -0.429044075 0.71061294 -0.166923367   1.438888475
## 3   0.77070380 -0.141420015 1.03543653  0.282130859   1.023015406
## 4   0.94594456  0.054375420 0.97134017  0.103629047   0.098963441
## 5   0.87506695 -0.097320393 0.78569228 -0.311118701  -0.238049049
## 6   0.46695199 -1.106998088 0.48287942 -1.077580858   0.814972208
## 7   0.56006647 -0.894987116 0.64589690 -0.665938728   1.279556851
## 8   0.68743933 -0.483812595 0.61944400 -0.663886104   0.566243388
## 9   1.71389474  1.353241501 1.86269695  1.576272263  -0.696106330
## 10  0.52730209 -0.915464252 0.63778542 -0.627494773   0.884307688
## 11  1.38817686  0.863788850 1.49237696  1.038212740  -0.155175793
## 12  1.66516322  1.216298038 2.08321206  1.742880074  -0.540352264
## 13  2.09965820  1.752795397 1.98132582  1.626971521  -1.506433869
## 14  1.49088981  0.972904327 1.38208519  0.817273853  -0.385423081
## 15  0.93599463  0.087970418 1.40606361  0.795475089   0.391030619
## 16  1.71136144  1.292577934 1.58934403  1.137243484  -1.595504409
## 17  0.47709650 -1.142396777 0.53956632 -0.968819525   1.383271179
## 18  0.47164123 -1.174188913 0.43511689 -1.324262588   1.363727852
## 19  0.54270948 -0.638051454 0.65322468 -0.372565445   0.536288473
## 20  1.57265646  1.147760383 1.69513633  1.338051120  -1.225322795
## 21  0.29501622 -1.763440265 0.39501843 -1.398535567   1.324447797
## 22  0.72299176 -0.392717293 0.62939022 -0.626184850   0.003215719
## 23  0.45015482 -1.247734987 0.44136656 -1.302469376   1.023935835
## 24  0.55025515 -0.904948728 0.67262789 -0.584159023   1.416933246
## 25  0.30207175 -1.824993733 0.28134930 -1.954090580   0.960971385
## 26  0.43294560 -0.828748361 0.36442011 -0.981350483   1.306190377
## 27  0.53694679 -0.740656282 0.42116286 -1.020428014   1.270051511
## 28  0.52018379 -1.019042566 0.47628959 -1.181716431   0.421621467
## 29  0.81071313 -0.243145030 0.82083672 -0.227531084   0.967206070
## 30  1.40916624  0.831731618 0.86669303 -0.054560188  -0.097773107
## 31  0.36426142 -1.543786390 0.50674762 -1.070732400   1.625723835
## 32  0.94779726  0.061364932 0.90718290 -0.027782505   0.567466327
## 33  0.56284265 -0.883667137 0.65220571 -0.649455468   0.852581534
## 34  0.63286913 -0.690169762 0.64886787 -0.660758506   0.599166305
## 35  0.55653222 -0.393231416 0.81705497  0.014238328   1.345079730
## 36  0.80501992 -0.196540040 0.89367982 -0.016391896   0.294001263
## 37  0.54842388 -0.823314400 0.62013947 -0.638301656   1.001108391
## 38  0.46785770 -1.153439102 0.48043467 -1.128008618   0.772896421
## 39  0.71380491 -0.417196204 0.86288389 -0.094276947   0.398246521
## 40  1.15967141  0.471394619 1.07135975  0.305577773  -1.137185949
## 41  0.59394904 -0.758830671 0.84241476 -0.161625892   1.371997258
## 42  0.20296736 -2.054037206 0.13013709 -2.485529259   1.315369419
## 43  1.84610185  1.536987347 1.85194366  1.562508116  -2.257474573
## 44  0.42323649 -1.331869489 0.41296451 -1.389629187   1.570868755
## 45  0.29379188 -1.820173827 0.26661350 -1.987446349   1.006219760
## 46  1.03575715  0.239952910 1.05051641  0.266623198   0.049557948
## 47  1.90719172  1.505782700 1.83404939  1.420632654  -0.810566010
## 48  0.58782249 -0.540823001 0.52728018 -0.646336213   1.178777249
## 49  0.84563150 -0.154087882 0.96416538  0.092414429   0.671292234
## 50  0.31352502 -1.757862880 0.32288280 -1.752995540   1.415271307
## 51  3.66654702  3.132303158 2.87095267  2.471423211  -3.623868971
## 52  0.14111769 -2.677570142 0.15037076 -2.642850274   1.763927183
## 53  1.43250473  0.922511579 1.36214308  0.816422933  -0.094899662
## 54  0.66434835 -0.600576955 0.62928740 -0.711833546   0.400912647
## 55  0.56290698 -0.788084825 0.42782270 -1.197811422   1.108744233
## 56  0.55190861 -0.759720251 0.63979769 -0.529362372   0.934066996
## 57  0.71869385 -0.463289657 0.73007013 -0.447318635   0.228232334
## 58  0.29070441 -1.871744868 0.30348221 -1.842635186   0.921428655
## 59  0.12605679 -2.829474186 0.12772105 -2.854664877   1.558724395
## 60  0.83984183 -0.144587089 0.71064760 -0.444535451   0.309576684
## 61  0.57772079 -0.762745502 0.44937920 -1.154346553   1.024059353
## 62  0.16134200 -2.570196614 0.17414216 -2.534088975   1.602943889
## 63  0.28828939 -1.879679885 0.25583053 -2.074039469   1.114366980
## 64  0.87639623 -0.086167886 0.88814912 -0.065136018   0.974643996
## 65  0.85544744 -0.137625488 0.82126214 -0.223946501  -0.092205271
## 66  0.48741497 -1.069773928 0.47961777 -1.119834620   0.940408965
## 67  0.20675794 -2.298174668 0.22724104 -2.225331463   1.731337272
## 68  0.56176356 -0.615545616 0.72462105 -0.248762569   1.037404065
## 69  0.79051127 -0.229604357 1.10032217  0.359935888   0.521794842
## 70  0.54182529 -0.866587815 0.52482291 -0.929615479   1.188941884
## 71  0.58195851 -0.830895532 0.54828638 -0.946852893   0.972950401
## 72  0.60941049 -0.754788460 0.59736334 -0.804556865   1.091565169
## 73  1.23715541  0.610057306 1.47699985  1.015313677  -0.893757816
## 74  0.11738193 -2.787543071 0.11720935 -2.842759017   1.419050561
## 75  1.09863995  0.357766994 1.28488220  0.695395249   0.076763669
## 76  1.25702989  0.643868067 1.35316816  0.812193290   0.263499444
## 77  0.47598295 -0.795160673 0.38957546 -0.985024943   1.136462238
## 78  0.73179821 -0.392203963 0.81948379 -0.201781808  -0.312031159
## 79  0.89629181 -0.051281238 0.82666906 -0.214591296   0.152673275
## 80  0.24879495 -2.063801684 0.22232494 -2.246001736   1.090204557
## 81  0.10195996 -2.709253070 0.15414784 -2.327481502   1.406885214
## 82  0.35944243 -1.567354688 0.36751250 -1.557916059   0.625413649
## 83  1.07029796  0.304625908 1.01464065  0.195612864  -0.309919032
## 84  0.68712230 -0.519063922 0.61893076 -0.715127315   0.384333428
## 85  1.74477668  1.396818452 1.44103490  0.956144541  -1.460580794
## 86  0.51736914 -0.964837152 0.50717253 -1.017481296   0.532679455
## 87  0.51697001 -0.527867034 0.79412433 -0.041301454   1.257814811
## 88  0.40173380 -1.033337082 0.31348054 -1.258428852   1.138444388
## 89  0.34532582 -1.600027342 0.34305680 -1.629771514   0.601853920
## 90  0.82779267 -0.161506000 0.86450922 -0.088432864  -0.097251904
## 91  0.34386898 -1.630502804 0.32339457 -1.740196913   0.643259097
## 92  0.24768895 -2.053551455 0.24458942 -2.112139798   1.261908723
## 93  1.34787357  0.786431169 1.17553729  0.499091859  -0.268781326
## 94  1.52961821  1.082082463 1.22860453  0.598087896  -0.811497852
## 95  0.92014213  0.009094612 1.03157610  0.230129392  -0.265328219
## 96  1.63011047  1.171859454 1.61261295  1.155784342  -1.576432008
## 97  0.10910387 -2.972319899 0.11397366 -2.970246047   1.419044996
## 98  2.20068037  1.922168815 1.88873624  1.567327426  -1.719703703
## 99  0.47811115 -1.150897421 0.44561851 -1.285833684   0.751934485
## 100 0.53368893 -0.755323577 0.48222840 -0.859524218   0.782967380
## 101 1.33361335  0.771655805 1.39655998  0.880765606  -0.651486879
## 102 0.74227552 -0.352807916 0.90232162 -0.014414542   0.085783697
## 103 1.44064042  0.948139396 1.66112876  1.294025903  -0.608724715
## 104 0.24866986 -2.077968314 0.23835532 -2.169708822   0.736148763
## 105 1.73543136  1.379324486 1.82740714  1.524679510  -1.612377879
## 106 0.52405733 -0.886779566 0.42503553 -1.191174676   1.169621159
## 107 0.59295071 -0.750860868 0.59017656 -0.774220717   1.586283783
## 108 0.86364612 -0.113400484 0.71809204 -0.464190668   0.175393447
## 109 1.82207654  1.473202237 1.88597057  1.569392291  -2.117899642
## 110 1.20307646  0.549808653 1.06999113  0.302894629  -0.020283937
## 111 2.04079838  1.786872607 1.84312995  1.550200570  -2.338228193
## 112 0.79715411 -0.235794702 0.55003485 -0.861478054   0.311665801
## 113 0.33008416 -1.385476473 0.36882595 -1.216443930   0.950048357
## 114 0.46564018 -1.109568396 0.79960781 -0.243560353   1.339122133
## 115 0.54972717 -0.926999722 0.49270651 -1.127024553   0.553205070
## 116 0.27516037 -1.884190682 0.32843777 -1.688339910   1.267047161
## 117 0.21403011 -2.135646304 0.20741836 -2.210899076   1.425870022
## 118 0.68494812 -0.438964149 0.82035445 -0.143439004   0.328078115
## 119 1.36563452  0.809133605 1.57358704  1.135511326   0.057668013
## 120 0.67824200 -0.564920584 0.64991040 -0.651947676   1.242760224
## 121 0.69360282 -0.526972341 0.64499783 -0.667792249   0.547031542
## 122 0.43786173 -1.280168538 0.45974163 -1.224239925   1.083418203
## 123 0.33396291 -1.533674766 0.56396950 -0.802569288   1.241286311
## 124 0.55653222 -0.393231416 0.81705497  0.014238328   1.345079730
## 125 0.41973569 -1.329540069 0.43305879 -1.300496707   1.147382290
## 126 0.53247444 -0.805312496 0.46303818 -0.979415294   1.154948599
## 127 0.39696783 -1.348595565 0.44769202 -1.199626343   0.593081591
## 128 1.79496493  1.433896857 1.97011935  1.682839712  -1.031726788
## 129 0.39575883 -1.441747138 0.40405882 -1.437847410   1.041903530
## 130 1.23609838  0.608077519 1.05088933  0.265298792  -0.733668053
## 131 0.82633959 -0.206829819 0.97040109  0.102152312   0.667252170
## 132 0.52478645 -0.920628677 0.42297406 -1.257868547   0.865439846
## 133 1.23643384  0.585349972 1.39355963  0.827167053  -0.198483249
## 134 0.45461238 -1.220955787 0.41530733 -1.387028521   0.677890847
## 135 0.94159654  0.087616184 0.75905453 -0.256900751   0.207810063
## 136 0.35333085 -1.338756469 0.41817599 -1.100978885   0.937288726
## 137 0.80734961 -0.249644393 0.69523222 -0.536582008   0.060063799
## 138 0.43320836 -1.229749503 0.48059270 -1.099276412   0.915105551
## 139 0.16828676 -2.471654196 0.19260176 -2.350197003   1.487550877
## 140 0.68959887 -0.380367995 0.88794311  0.017627076   0.935100649
## 141 0.51950925 -0.923083105 0.43915991 -1.183387847   0.885614109
## 142 0.39456359 -1.361557365 0.36794849 -1.487753013   0.986252938
## 143 0.24958723 -1.940900124 0.21031835 -2.176115265   1.161108222
## 144 0.64426857 -0.659428175 0.67506609 -0.590913536   1.098764762
## 145 0.11477649 -2.878437778 0.11605576 -2.901746366   1.253251745
## 146 0.55653222 -0.393231416 0.81705497  0.014238328   1.345079730
## 147 0.43113213 -1.309231892 0.52639262 -1.013116279   1.651872723
## 148 0.77630472 -0.313364276 0.93106574  0.022617807   1.115142337
## 149 1.78140284  1.447252724 1.81035829  1.505193180  -1.457335459
## 150 0.27516037 -1.884190682 0.32843777 -1.688339910   1.267047161
## 151 2.21962335  1.973191547 2.45135610  2.268199389  -1.519281764
## 152 0.23297211 -2.097888987 0.24581465 -2.057736669   0.854293517
## 153 0.55190861 -0.759720251 0.63979769 -0.529362372   0.934066996
## 154 0.48151734 -1.049590577 0.62813560 -0.650106001   0.973623652
## 155 0.24098126 -1.992153393 0.36396390 -1.493900761   1.599058351
## 156 1.03464036  0.234926106 0.93680734  0.033162727  -0.803411758
## 157 0.54059097 -0.904384988 0.57881440 -0.810147779   0.569697435
## 158 1.32330941  0.737532855 1.57778210  1.132042081  -0.551316987
## 159 0.33726466 -1.663103921 0.36016708 -1.594242379   1.393890828
## 160 1.89373249  1.526263652 2.11718977  1.821553707  -1.183896085
## 161 0.61500087 -0.737422261 0.56127463 -0.907862196   0.279726903
## 162 0.22951257 -1.751678963 0.14056980 -2.149664720   1.465383885
## 163 0.55653222 -0.393231416 0.81705497  0.014238328   1.345079730
## 164 2.60274796  2.437261660 2.54164140  2.401343782  -3.242585837
## 165 2.15302723  1.924790279 2.23266358  2.046692897  -2.655309695
## 166 0.36545341 -1.556979007 0.40543224 -1.428763687   1.309636036
## 167 0.88280440 -0.046324395 0.94536223  0.068182370   0.014419470
## 168 0.66860764 -0.328386050 0.81274951 -0.056078503   0.497801838
## 169 0.79446485 -0.247937044 0.69529972 -0.490636221   0.567434942
## 170 0.46176727 -1.205619443 0.44632137 -1.283591853   0.684670071
## 171 1.21853750  0.576593832 1.18824136  0.525295095   0.153339733
## 172 1.26197113  0.649706924 1.06860457  0.300403601  -0.779943283
## 173 0.89719011 -0.041881636 0.86586359 -0.117345868   0.022390108
## 174 0.20989864 -1.992225622 0.37174798 -1.310940079   1.066103528
## 175 1.78242347  1.409614732 1.91996899  1.602053620  -1.056994499
## 176 0.59670589 -0.783472663 0.57040246 -0.873391078   1.240537036
## 177 0.39307579 -1.252113512 0.53518024 -0.817848922   1.111223743
## 178 0.44834393 -1.249505805 0.54137992 -0.966854193   1.412304273
## 179 0.55625634 -0.872066451 0.58633634 -0.798972083   1.545055621
## 180 0.88429239 -0.014777118 1.27880600  0.630857340  -0.095595744
## 181 0.41112881 -1.384945069 0.39231723 -1.479651057   1.048830676
## 182 0.28561920 -1.686150352 0.47447188 -1.022226988   1.079109200
## 183 0.26283923 -1.876035416 0.23254052 -2.066716188   1.242022907
## 184 0.13025023 -2.786884772 0.16824848 -2.566222860   1.657049081
## 185 0.14086791 -2.636483786 0.14407463 -2.667021450   1.443090387
## 186 0.84384781 -0.136598643 0.80455009 -0.228671728   0.389897493
## 187 0.29583112 -1.690429295 0.43839198 -1.180785071   1.113858143
## 188 1.43894810  0.858664198 1.03445444  0.255351215  -0.258863562
## 189 0.16183281 -2.587800406 0.20036771 -2.383801972   1.122606233
## 190 0.63541726 -0.669292793 0.67793203 -0.573322546   0.248389553
## 191 0.78357304 -0.306412932 0.83060254 -0.205346438   1.040134305
## 192 0.46594815 -1.047168319 0.37829195 -1.332427463   0.926703885
## 193 1.47933807  1.008468779 1.44914954  0.970203408  -0.204308854
## 194 0.87028128 -0.108392598 0.87575438 -0.102791293  -0.138445454
## 195 0.59519437 -0.781619552 0.49022831 -1.121780246   0.312089152
## 196 0.56444124 -0.714815935 0.61808344 -0.639419415   1.091379229
## 197 5.14566301  4.497574900 4.18122333  3.847806016  -7.258119606
## 198 1.21578835  0.550501540 1.34098596  0.743646286  -0.199505474
## 199 0.60309533 -0.773127944 0.64099805 -0.682727919   0.925782524
## 200 1.00228260  0.169963458 0.99317704  0.149074705   0.391450195
## 201 1.26386509  0.638917464 1.33345245  0.757645101   0.444123638
## 202 3.39766147  2.999166141 3.04026065  2.713390361  -3.715477785
## 203 0.88709080 -0.049531712 1.11826788  0.392694421   0.569326211
## 204 0.47811115 -1.150897421 0.44561851 -1.285833684   0.751934485
## 205 0.63407038 -0.634531805 0.58929469 -0.771630073   0.884030178
## 206 0.83846817 -0.067266310 0.89460847  0.043672500   0.805416687
## 207 0.63373372 -0.669152192 0.59799291 -0.778656833   0.416169980
## 208 0.80054618 -0.250196140 0.81411899 -0.225564502  -0.842288043
## 209 4.33997388  3.967754320 4.63726837  4.236412801  -6.644777981
## 210 1.11053639  0.380429527 1.11718335  0.393897343  -0.298095806
## 211 0.77070380 -0.141420015 1.03543653  0.282130859   1.023015406
## 212 0.13803501 -2.735248728 0.13675696 -2.797571104   1.530368321
## 213 2.20086341  1.915219392 2.21673276  1.960428696  -2.060453468
## 214 0.25244666 -2.030504143 0.24982612 -2.070208855   1.459841686
## 215 0.98763705  0.142256246 1.02170170  0.207901779  -0.120831624
## 216 0.67444766 -0.448025872 0.71673322 -0.341770300   0.458206924
## 217 0.28958094 -1.876383364 0.30367296 -1.847289465   1.556372496
## 218 0.45457907 -0.764732407 0.57710994 -0.471623952   0.922432736
## 219 0.39696783 -1.348595565 0.44769202 -1.199626343   0.593081591
## 220 0.30357670 -1.582490706 0.37621075 -1.305005496   0.883970970
## 221 1.23798806  0.611464191 1.09025443  0.342294770  -1.056409789
## 222 0.55595970 -0.886750877 0.61559434 -0.737302951   0.920588800
## 223 0.86933254 -0.025222582 0.81143912 -0.118085155   0.564941746
## 224 0.62786937 -0.698639011 0.62456484 -0.725107718   0.657920421
## 225 0.39379510 -1.443111608 0.36311700 -1.592143222   0.810484813
## 226 0.99960391  0.170621563 1.11967350  0.396079915   0.559439452
## 227 0.25785198 -1.753577512 0.23445882 -1.839883122   1.200047188
## 228 0.78539150 -0.223156193 0.85972880 -0.096140014   1.083299476
## 229 1.63191734  1.223823472 1.89330295  1.602270617  -0.222655099
## 230 1.05868773  0.282490169 1.10101489  0.362192357   0.473641498
## 231 2.02027809  1.662081457 2.09574507  1.762888756  -1.069584082
## 232 0.43432743 -1.097023777 0.38770654 -1.227290210   1.030490642
## 233 0.88880485  0.034441418 1.01003742  0.235974609   0.281682779
## 234 0.31405194 -1.770460924 0.31372426 -1.801138166   0.797393420
## 235 1.14432435  0.443036124 1.35481968  0.816149141  -0.212043977
## 236 0.17244274 -2.516383048 0.18807057 -2.456854147   1.454582697
## 237 1.25148097  0.633047043 1.30976292  0.736995585  -0.712385553
## 238 0.91887415 -0.001566287 0.87067437 -0.111419802   0.293838880
## 239 1.02441569  0.215396993 0.96799386  0.099888579  -0.291224422
## 240 0.20450773 -2.319852233 0.23855812 -2.169402520   1.447706545
## 241 0.40869643 -1.387923629 0.37386504 -1.549303592   0.568989681
## 242 0.47565784 -1.031840061 0.37804518 -1.356786656   0.987005731
## 243 2.34789189  2.155820213 2.54143747  2.402116008  -2.419959009
## 244 2.17341822  1.774289151 2.92266358  2.484058182  -1.308779183
## 245 1.15537884  0.461534012 1.06693571  0.297326087   0.267561103
## 246 0.34916980 -1.622026244 0.39087676 -1.483557850   1.549717911
## 247 0.60759567 -0.730393583 0.61056200 -0.733747796  -0.543780561
## 248 0.32784502 -1.704504259 0.35561167 -1.622172108   0.971566400
## 249 1.34914634  0.784164907 1.26755524  0.656994982  -0.870035409
## 250 0.57995053 -0.839420348 0.64040142 -0.684509650   1.445041811
## 251 1.28045095  0.632587798 1.41908257  0.814235482  -0.662451526
## 252 1.81841288  1.493949249 1.99068306  1.742255421  -0.868433546
## 253 0.30107821 -1.473043443 0.19552370 -1.872236924   1.139902544
## 254 0.96964219  0.108183025 0.82855208 -0.200954416  -0.176955992
## 255 1.67287907  1.212152491 2.01908194  1.638752435  -0.852913416
## 256 0.50402059 -1.066737314 0.53479955 -0.988262741   1.299442107
## 257 0.47047613 -1.173655541 0.58156949 -0.849492632   1.402272816
## 258 1.11825696  0.393844432 1.06319426  0.290139523   0.172295633
## 259 0.62453205 -0.682588745 0.49822772 -1.072098639   0.475059486
## 260 0.69919396 -0.512699687 0.63373182 -0.701771175   0.465760123
## 261 0.62730691 -0.703820807 0.59467344 -0.812987356   0.583632997
## 262 0.76682191 -0.332596396 0.78043588 -0.312376958   0.191155892
## 263 0.49297257 -1.062745407 0.57188554 -0.848723899   0.595466873
## 264 1.62023756  1.196384754 1.21265350  0.564523612  -2.012622594
## 265 0.98197520  0.128720739 1.01350754  0.190421404  -0.315330348
## 266 0.55653222 -0.393231416 0.81705497  0.014238328   1.345079730
## 267 0.72532292 -0.380804436 0.76275322 -0.299576222   0.766861477
## 268 0.18259066 -2.404968869 0.18805395 -2.420795776   1.634131396
## 269 0.36812238 -1.536299670 0.40528559 -1.417118526   1.303981440
## 270 1.55420598  1.119163062 1.40559434  0.898849885  -1.206080564
## 271 0.44453680 -1.114713087 0.45393959 -1.086462664   0.627177839
## 272 1.13994220  0.426866739 0.83971407 -0.126081889  -0.402061265
## 273 0.53759058 -0.919658648 0.74508995 -0.386862759   1.238294058
## 274 1.87999821  1.519332569 2.12677086  1.839735164  -1.421903683
## 275 0.30933907 -1.242206710 0.22474508 -1.496709525   1.457198826
## 276 0.86602605 -0.069331150 0.76054477 -0.286144967   0.421161249
## 277 0.54097362 -0.762356786 0.49804824 -0.852006862   1.208978361
## 278 2.07428539  1.823565677 1.69167948  1.335666918  -1.971341917
## 279 0.85518395 -0.138722734 0.78676240 -0.305720063  -0.004419043
## 280 0.70753365 -0.419077933 0.74709201 -0.331294883   0.413322717
## 281 0.18758881 -2.414719965 0.23252786 -2.198465741   1.400229570
## 282 1.75681606  1.413214578 1.83467993  1.535319057  -0.854916502
## 283 1.05928087  0.285483598 1.14846267  0.446779091   0.227799874
## 284 1.32150284  0.743073245 1.36659355  0.824517267  -0.360934170
## 285 1.15838250  0.465061663 1.22081425  0.578054639  -0.507638990
## 286 0.08208269 -3.215640280 0.09001561 -3.195591626   1.529249662
## 287 1.43605571  0.940496246 1.51652798  1.075899772  -1.194546230
## 288 0.89264757 -0.059422486 0.78414201 -0.315242115   0.488295867
## 289 1.55415521  1.122114845 1.44292003  0.960827343  -1.766927330
## 290 1.87958506  1.499861468 1.91602954  1.572151508  -1.246466989
## 291 0.20300369 -2.328165806 0.16863980 -2.585142373   1.058235210
## 292 0.43727966 -1.237364459 0.53020094 -0.958001159   1.805149059
## 293 0.84563150 -0.154087882 0.96416538  0.092414429   0.671292234
## 294 1.00707782  0.194216875 0.91898527  0.026872307  -0.159880738
## 295 2.06992770  1.801004396 1.62350553  1.227087314  -1.716059865
## 296 0.67697685 -0.543710990 0.75849833 -0.357416953   0.635359432
## 297 1.08402507  0.330208422 0.92926068  0.015363896  -0.518638910
## 298 1.65404627  1.264297807 1.83885296  1.534445109  -1.850940234
## 299 0.55900907 -0.859356153 0.52078326 -0.995394961   0.350114576
## 300 3.14415096  2.978529200 3.07021108  2.946651744  -3.809380236
## 301 1.66150662  1.231943968 1.73643598  1.347579410  -0.509657313
## 302 1.89121325  1.500853271 2.21955412  1.891225700  -0.838401875
## 303 0.37410427 -1.513967727 0.40675547 -1.412683141   1.406774183
## 304 0.32911390 -1.312712940 0.18695247 -1.827091888   1.436464665
## 305 1.28353664  0.674372945 1.52484982  1.057154146   0.250445290
## 306 0.77066141 -0.334493529 0.92942635  0.015902479   0.343568688
## 307 0.23541114 -2.130868512 0.24328271 -2.131466002   1.730879200
## 308 0.18028506 -2.378134442 0.15492877 -2.593522731   1.262846887
## 309 0.80328424 -0.251437370 0.80368886 -0.261050369   0.581060821
## 310 0.67567516 -0.505606922 0.96156575  0.104450492   0.363527354
## 311 1.45185454  0.961051134 1.48028517  1.013246110  -1.260625094
## 312 2.27056539  2.067092487 2.37745222  2.217209218  -2.754190094
## 313 0.48265795 -1.115490342 0.47301221 -1.173588655   0.539784528
## 314 0.81515094 -0.201551553 0.96738520  0.108681408  -0.003005916
## 315 0.83000225 -0.197934017 0.75828555 -0.375648035  -0.519768167
## 316 0.53575150 -0.952997279 0.74313790 -0.407580638   0.746569868
## 317 1.20067861  0.542852847 1.39700531  0.877543159  -0.467425339
## 318 0.67423431 -0.551052248 0.69805793 -0.500521543   1.257097113
## 319 0.51455780 -1.005484287 0.51034719 -1.043328966   1.090018078
## 320 0.26860672 -1.980411933 0.25755739 -2.068406987   0.740544009
## 321 1.18339558  0.514559015 1.03746849  0.238661170  -0.961764522
## 322 1.02653274  0.233487390 1.02685393  0.235067267   0.050737380
## 323 1.77554462  1.231913879 3.03687946  2.328345732  -0.480545809
## 324 0.63545032 -0.492101583 0.62379245 -0.492422903   1.130968043
## 325 0.33918170 -1.662429436 0.32434801 -1.757326511   0.820265189
## 326 0.53055345 -0.918867694 0.39671769 -1.374048911   1.152348149
## 327 0.67836993 -0.328906011 0.75228454 -0.171825432   0.745771650
## 328 0.63104774 -0.589185876 0.47601076 -1.004199673   0.594608045
## 329 0.56710189 -0.873662394 0.52328966 -1.027378198   0.545388684
## 330 0.32587026 -1.619434973 0.26281026 -1.928521246   1.322847112
## 331 1.68874861  1.305166409 1.80501467  1.484830985  -0.804294456
## 332 0.49767419 -1.071405832 0.47224116 -1.169950004   1.384445205
## 333 0.37519138 -1.466172823 0.39301538 -1.431925179   1.565185006
## 334 0.56398476 -0.722991287 0.56002962 -0.717272803   0.469986242
## 335 0.34005256 -1.652386669 0.32316642 -1.757375687   0.891948535
## 336 1.23081950  0.566836901 1.76609968  1.273601558   0.440632219
## 337 1.12397200  0.400523647 1.35724021  0.775458252   0.197097415
## 338 0.42470101 -1.335390742 0.46958750 -1.201603017   1.261102712
## 339 1.19226123  0.527910053 1.32651302  0.764714351  -0.657897897
## 340 0.15903000 -2.384999637 0.16504708 -2.369675924   1.441606559
## 341 6.32311489  4.762265615 4.84795708  3.898511845  -6.661700082
## 342 0.27976597 -1.592012380 0.34326007 -1.319740374   1.142755123
## 343 3.17108069  2.868840726 2.39974760  2.147782847  -3.629270670
## 344 1.97275734  1.691152917 1.97555229  1.710835314  -1.001659321
## 345 0.46185390 -0.650410461 0.51107902 -0.603412678   1.573553005
## 346 0.97044563  0.138278794 0.87723368 -0.027646696  -0.207020200
## 347 0.28882400 -1.753186515 0.28090173 -1.816476807   1.204558233
## 348 0.60657218 -0.665340408 0.44763355 -1.119856669   0.507208229
## 349 0.66781050 -0.424786879 0.73852718 -0.257875963   0.745891093
## 350 0.45882629 -1.098620659 0.41675061 -1.246924466   1.035952855
## 351 0.33206616 -1.595137623 0.26826716 -1.903663287   1.285387688
## 352 0.33270083 -1.512618354 0.25975174 -1.822461066   1.232836269
## 353 0.60487840 -0.658786040 0.47831688 -1.005196214   0.621936662
## 354 1.11589677  0.389627336 0.89049957 -0.064966103  -0.561673798
## 355 0.21409045 -2.252065576 0.19193240 -2.426254955   0.767160039
## 356 0.33347884 -1.508240566 0.21240400 -2.049087402   1.078545966
## 357 0.25479295 -2.048291633 0.27935255 -1.963512073   0.973389374
## 358 1.00337439  0.182502693 0.85024256 -0.128814828  -0.491638407
## 359 0.51510099 -0.680220406 0.47500878 -0.743328993   0.551964254
## 360 0.43294560 -0.828748361 0.36442011 -0.981350483   1.306190377
## 361 0.67122919 -0.584115506 0.74843606 -0.400884541   1.103114973
## 362 1.50442215  1.009892865 1.11103833  0.379678793  -1.484186994
## 363 8.19874127  5.946949359 6.27237749  5.028211864 -10.082009706
## 364 0.55653222 -0.393231416 0.81705497  0.014238328   1.345079730
## 365 0.14861320 -2.669404828 0.14112352 -2.763649644   0.856325675
## 366 0.80519167 -0.177140696 0.87518395 -0.033399772   0.832846491
## 367 0.53432563 -0.871464111 0.43301512 -1.188325542   1.152434059
## 368 0.18523428 -2.242631412 0.24252535 -1.964603638   1.183913045
## 369 0.68602235 -0.505571050 0.88383507 -0.064724555   0.545534244
## 370 0.83367800 -0.162842026 1.13585813  0.424270256   0.884778192
## 371 0.47479682 -0.927392270 0.35166513 -1.269189970   1.128018366
## 372 0.71738302 -0.456917449 0.75803179 -0.365561445   1.174763095
## 373 1.39912492  0.848896232 1.46619723  0.956560587  -0.776567419
## 374 0.99734034  0.161959762 0.90247763 -0.040243192  -0.315764340
## 375 0.38536861 -1.473243617 0.39026811 -1.477330396   0.802820017
## 376 0.46099528 -1.106110195 0.47765396 -1.069613683   0.767944610
## 377 0.38327320 -1.402371030 0.44483465 -1.214069090   1.010062288
## 378 0.92824405  0.025482482 0.99657376  0.161220538   1.084647081
## 379 0.42522742 -1.335255431 0.40798540 -1.423069926   0.818125530
## 380 2.33366221  1.952302662 1.52302277  0.997601263  -1.809948463
## 381 0.13025023 -2.786884772 0.16824848 -2.566222860   1.657049081
## 382 1.10344680  0.365339246 1.17396908  0.489436361   0.020839675
## 383 0.33461763 -1.302527239 0.20564847 -1.751284989   1.359986229
## 384 0.47704099 -0.619656379 0.61125886 -0.352400601   1.322157429
## 385 1.49240092  1.004157926 1.58735476  1.156923153  -0.860881046
## 386 0.40474601 -0.851316352 0.54396360 -0.517638735   1.334097730
## 387 0.83105122 -0.188938806 0.72194472 -0.454394288   0.562540269
## 388 1.13393421  0.422097647 1.17504688  0.498661524  -0.255606094
## 389 0.19133048 -2.345632746 0.22014008 -2.208763024   1.622449493
## 390 1.07113730  0.305581160 1.00023520  0.164338647  -0.049136283
## 391 0.58230451 -0.771109875 0.47675282 -1.101427256   0.558647980
## 392 0.18335059 -2.255228246 0.16362926 -2.402889315   1.442300837
## 393 0.37398667 -1.525828940 0.34896665 -1.654453035   0.572417972
## 394 1.19597320  0.535783413 1.39204277  0.876013553  -0.070711021
## 395 0.75033827 -0.372730165 0.98314573  0.131501665   0.515730172
## 396 1.13092333  0.418566368 1.29770793  0.720097161   0.013270420
## 397 2.01654480  1.754800418 2.09279699  1.874375110  -1.462888579
## 398 0.35089597 -1.597772266 0.38069556 -1.502436575   0.742814122
## 399 0.25475992 -1.779074295 0.20597216 -2.125842254   1.325639506
## 400 0.43875688 -1.221066400 0.47255313 -1.135713783   1.167778077
## 401 0.47704099 -0.619656379 0.61125886 -0.352400601   1.322157429
## 402 0.80122230 -0.228018590 0.95170720  0.079901456   0.563433076
## 403 0.61484478 -0.481648693 0.55089522 -0.592323685   0.499268862
## 404 1.95882958  1.684164403 2.04617482  1.817747275  -2.015534269
## 405 0.51736149 -0.957308441 0.55121219 -0.877435674   0.944464814
## 406 0.47704099 -0.619656379 0.61125886 -0.352400601   1.322157429
## 407 1.17038305  0.471611352 1.57243206  1.021331616  -0.144983937
## 408 0.68072941 -0.541156061 0.72582962 -0.437003818   1.218303274
## 409 0.29795404 -1.836042795 0.30751025 -1.828327782   1.407460067
## 410 0.18538886 -2.430216183 0.21272497 -2.310016813   1.367248419
## 411 0.53018462 -0.981268351 0.50376606 -1.081091067   0.854468927
## 412 0.35746748 -1.477554075 0.32303409 -1.638347784   1.365517595
## 413 0.57972656 -0.766981046 0.57720052 -0.788128820   0.836955178
## 414 0.93690822  0.040523654 0.80451470 -0.258020320  -0.511005711
## 415 0.40909859 -1.375958879 0.40087027 -1.436422141   0.973401198
## 416 1.73827603  1.338685097 1.60179750  1.165492504  -1.652628391
## 417 0.55653222 -0.393231416 0.81705497  0.014238328   1.345079730
## 418 1.27338026  0.667551607 1.38070495  0.853282947   0.058865580
## 419 1.08863126  0.338928240 0.98262729  0.128525034  -0.359015893
## 420 0.14479976 -2.632499063 0.15023511 -2.648106993   1.406347514
## 421 0.47122557 -0.606697832 0.55371039 -0.446893238   1.220047603
## 422 0.71419663 -0.368738947 1.14657184  0.434799266   0.379385093
## 423 0.58007288 -0.766382442 0.66477646 -0.557750494   0.708017522
## 424 1.36673877  0.819994446 1.28509943  0.689866597  -1.299112400
## 425 1.12054877  0.399122945 0.97600713  0.113493708  -0.836765614
## 426 1.44255521  0.937039375 1.54102815  1.093601171  -0.627857796
## 427 0.62730121 -0.699857228 0.74563819 -0.406690053   1.041851965
## 428 1.11569158  0.386102041 1.41472399  0.853212948   0.237995468
## 429 0.54437186 -0.941736979 0.54540617 -0.959055311   1.091947333
## 430 0.80542802 -0.255145469 0.72260002 -0.465815044  -0.451812834
## 431 0.71541875 -0.304018273 0.66326493 -0.476302628   1.272141043
## 432 1.25559655  0.613209663 1.02390653  0.226638216  -0.300108756
## 433 1.14318430  0.437729952 1.37874028  0.840542526   0.084479805
## 434 0.31984021 -1.463030424 0.22959789 -1.802739901   1.329756838
## 435 1.47215552  0.996418743 1.50591993  1.058260434  -0.275718102
## 436 0.48655905 -1.120006188 0.46993794 -1.199521592   0.728700332
## 437 0.28590565 -1.244362563 0.22619595 -1.420020526   1.336747378
## 438 0.97633482  0.123527821 1.16672080  0.482669155   0.561739788
## 439 0.58968027 -0.811359479 0.51831678 -1.044696892   0.452040815
## 440 0.30009165 -1.779607099 0.33693003 -1.660289567   1.080486156
## 441 2.09867133  1.688439040 2.26786094  1.856690952  -0.973278848
## 442 0.79127918 -0.197710910 1.04107566  0.255768333   0.158411602
## 443 0.42323649 -1.331869489 0.41296451 -1.389629187   1.570868755
## 444 0.93929760  0.041265375 0.86533756 -0.125303135   0.368607928
## 445 0.43939669 -1.284522923 0.40402150 -1.438119121   1.044343990
## 446 0.89481920 -0.048978047 0.80238422 -0.260412794  -0.477557702
## 447 0.84428959 -0.147544775 0.76039692 -0.348104046   0.741492615
## 448 0.63326681 -0.686736169 0.74252821 -0.414117781   0.944541910
## 449 0.72642043 -0.445013444 0.85320988 -0.153350163   0.405930360
## 450 0.29983807 -1.821605453 0.28718632 -1.906196110   1.185131390
## 451 1.79725772  1.436035581 1.90405561  1.588309999  -1.066431911
## 452 0.38312065 -1.135633548 0.32494682 -1.275030378   0.914945847
## 453 0.14766998 -2.569882295 0.13672576 -2.700208736   1.448049924
## 454 0.54718343 -0.829478746 0.39687867 -1.298613952   0.659835152
## 455 1.16493334  0.481128182 1.36339973  0.831258020  -0.196476830
## 456 1.40963647  0.897270322 1.39525787  0.883043613  -0.231990573
## 457 0.77911940 -0.107565785 0.79588213 -0.069854818   0.623195289
## 458 1.64734299  1.166878182 1.85969019  1.428354830  -1.816133141
## 459 0.69575149 -0.415774510 0.68815460 -0.475636836   1.411888524
## 460 1.22365216  0.577559799 1.09830213  0.356944080  -0.591207459
## 461 0.50474804 -1.066366934 0.56927478 -0.888176336   1.159739613
## 462 0.71731391 -0.461471530 0.85485722 -0.143907343   0.912654718
## 463 1.63430127  1.241606298 1.84314792  1.550693566  -1.266319975
## 464 0.28590565 -1.244362563 0.22619595 -1.420020526   1.336747378
## 465 0.55653222 -0.393231416 0.81705497  0.014238328   1.345079730
## 466 0.59982760 -0.751682255 0.50657571 -1.048395139   0.748540148
## 467 2.10021213  1.612082769 1.72218822  1.179192061  -1.123340422
## 468 1.43350287  0.936389149 1.45608112  0.980954591  -0.439563669
## 469 0.72725192 -0.438403451 0.90012969 -0.046832514   0.447784566
## 470 1.15630739  0.463579569 1.13152618  0.420053555  -1.047544947
## 471 1.51487548  1.038957787 1.39539366  0.863636153  -1.470677241
## 472 1.98756897  1.395959276 3.63285332  2.613398783  -0.511636520
## 473 0.56267561 -0.497563999 0.71363174 -0.201041734   1.297167041
## 474 1.04796711  0.260981890 1.18125425  0.512602847   0.564528350
## 475 0.91842258 -0.002286947 0.98228671  0.127009130   0.574672730
## 476 1.28112876  0.685075705 1.15280548  0.460291359  -0.714595840
## 477 0.34268685 -1.594937434 0.29881755 -1.801569626   1.805142993
## 478 0.26436418 -1.881983434 0.27701998 -1.857577277   1.295027933
## 479 0.70358284 -0.489562498 0.65113105 -0.641816994   0.788425365
## 480 0.25169287 -2.032668156 0.28069711 -1.932947225   1.355973760
## 481 0.93721884  0.054764985 1.18791080  0.513597261   0.330816445
## 482 0.86097351 -0.129187538 0.87869509 -0.096179603   0.783031167
## 483 1.44488988  0.941040660 1.60187619  1.183798076  -0.107015785
## 484 0.18615415 -2.279374762 0.14012147 -2.617323219   1.511740527
## 485 0.51594626 -0.969445763 0.52250260 -0.971232605   0.944235195
## 486 0.47122557 -0.606697832 0.55371039 -0.446893238   1.220047603
## 487 0.29005800 -1.876032355 0.26027204 -2.055232081   0.878148156
## 488 0.72097307 -0.456514926 0.74526421 -0.408517408   0.617502493
## 489 0.06437663 -3.112253610 0.06884625 -3.069308854   1.600284858
## 490 0.59811974 -0.776013343 0.59529374 -0.796908186   0.632589838
## 491 0.75623930 -0.302967163 0.92499147  0.042865197   0.750165765
## 492 0.67024962 -0.579796512 0.74860700 -0.395860944   1.070782456
## 493 0.46488535 -1.195092777 0.44963732 -1.271977026   1.256082287
## 494 0.18238972 -2.388470950 0.18980556 -2.392932964   1.818664936
## 495 1.77752382  1.366953769 1.52754940  1.038039727  -1.738993420
## 496 1.09644098  0.353086999 0.90913035 -0.008349100   0.019744629
## 497 0.46924190 -0.848497982 0.34265716 -1.165879080   0.952497859
## 498 0.63537397 -0.665465233 0.63320738 -0.689579958   0.738830631
## 499 2.05127343  1.714986834 1.39147085  0.844457006  -1.882469996
## 500 0.35771115 -1.305427246 0.54620845 -0.727698305   0.531998856
## 501 0.85408055 -0.144506337 1.00284826  0.168785889   0.402095500
## 502 0.39036557 -1.304843895 0.65926924 -0.537931578   1.089012586
## 503 1.51281807  1.051399072 1.50043000  1.040483997  -1.432457224
## 504 1.00391328  0.187384489 0.78612483 -0.251076399   0.367010688
## 505 0.27491881 -1.906967748 0.26208781 -2.010038275   1.246531409
## 506 1.24404016  0.621916709 1.21535774  0.575307142  -0.319866079
## 507 1.07904484  0.320675955 0.96475022  0.089845658  -0.284590603
## 508 0.97730886  0.138152833 1.06498197  0.297646549   0.156830970
## 509 0.92604453  0.021800464 1.01317740  0.193380927   0.296268003
## 510 2.60440224  2.393933959 1.93787456  1.653391351  -2.179758935
## 511 0.59348401 -0.800052685 0.51309179 -1.061745534   0.242632564
## 512 0.42269005 -1.328502493 0.41771709 -1.375455181   1.331431932
## 513 1.26105548  0.635786288 1.49952840  1.015334100  -0.775957656
## 514 0.40711995 -1.399731450 0.43601575 -1.319027634   0.808196652
## 515 0.71301099 -0.477422642 0.75269428 -0.388578331   1.293899173
## 516 0.83815799 -0.175488738 0.92722077  0.014236699   1.216459886
## 517 1.18213504  0.506993987 1.16681064  0.482665243  -0.444391108
## 518 0.42358552 -1.170721488 0.29022302 -1.650658734   1.053433701
## 519 0.21953560 -2.234267346 0.22201465 -2.259507866   1.358694428
## 520 1.26265056  0.649349720 1.20888295  0.560697562  -0.497060207
## 521 1.41935345  0.886112880 1.47664852  0.981891862  -0.673096717
## 522 1.45005983  0.960930138 1.29580007  0.714759273  -0.799859247
## 523 1.90626588  1.615964138 1.68727031  1.332467999  -2.186982595
## 524 0.46514226 -1.127682151 0.74439140 -0.380001290   1.408095969
## 525 1.15290759  0.458103188 1.22874550  0.596260440   0.595241464
## 526 1.83066777  1.486084571 1.42985075  0.926526614  -1.291461406
## 527 1.33556368  0.762413576 1.57714980  1.142922152  -0.609895357
## 528 0.83249852 -0.190557356 0.89316525 -0.061100918  -0.246631814
## 529 0.38319182 -1.485807685 0.40513209 -1.431690075   0.818652992
## 530 0.82445558 -0.206630533 0.88187694 -0.083889523  -0.334213391
## 531 0.44964053 -0.969274900 0.69358662 -0.353392137   0.818846543
## 532 2.03448442  1.765227935 2.29326682  2.104660640  -2.038169368
## 533 0.31405194 -1.770460924 0.31372426 -1.801138166   0.797393420
## 534 0.20942908 -2.280155546 0.21987559 -2.264053877   1.164660070
## 535 0.45461238 -1.220955787 0.41530733 -1.387028521   0.677890847
## 536 0.35380408 -1.475884689 0.38600209 -1.377435445   1.019232564
## 537 1.21312089  0.554914396 1.14859464  0.446364916  -0.132989374
## 538 0.55653222 -0.393231416 0.81705497  0.014238328   1.345079730
## 539 0.51814257 -1.023993288 0.48900506 -1.136764782   0.225703539
## 540 1.33737381  0.757789144 1.41489395  0.885602645  -0.249611330
## 541 0.39868528 -1.427886159 0.44234984 -1.292695782   1.167001327
## 542 2.32809569  2.132935078 2.10014785  1.885892066  -3.003371289
## 543 0.18549820 -2.303042053 0.22881618 -2.103895691   1.496018420
## 544 0.41434965 -1.013347258 0.30650699 -1.301771037   1.446012581
## 545 0.41700641 -1.316963279 0.42405772 -1.322222200   1.208921217
## 546 2.50680359  2.229420088 1.83960590  1.483074663  -1.849290509
## 547 0.72547659 -0.446265155 0.89637538 -0.056419421   0.825181850
## 548 0.16063230 -2.342223724 0.21995729 -2.019957507   1.455441637
## 549 0.85286917 -0.091140849 1.05896676  0.290350528   0.828381743
## 550 0.16686497 -2.310250827 0.26235689 -1.824300092   1.080677421
## 551 0.20275141 -2.204754259 0.15689236 -2.528136510   1.434903770
## 552 0.80814156 -0.242788897 0.94241088  0.046877367   0.976506064
## 553 0.76146582 -0.292039872 0.91195827  0.017368727   0.592099764
## 554 0.60621873 -0.710604081 0.62137828 -0.686514359   0.833348182
## 555 0.93380649  0.031256715 0.91725773 -0.007579997  -0.161555062
## 556 0.50221161 -0.806537436 0.37980339 -1.109797184   0.839246442
## 557 0.59126645 -0.806554355 0.67480429 -0.591714803   0.892411530
## 558 1.16476954  0.480659569 1.23364823  0.607924682   0.299195433
## 559 0.58714887 -0.807417080 0.57218423 -0.871056363   0.543116694
## 560 0.53382595 -0.971192681 0.52733785 -1.012985898   0.771200575
## 561 0.60809334 -0.758523528 0.65965182 -0.631016835   1.432726776
## 562 1.63077901  1.161054943 1.82438133  1.414322366  -0.809064211
## 563 1.63798602  1.197049257 1.29734642  0.698178548  -1.032772878
## 564 0.72547955 -0.445194229 0.69775262 -0.525878360   0.864983966
## 565 0.53617337 -0.923060623 0.57915003 -0.820022613   1.457757072
## 566 1.92216571  1.634797374 2.13229597  1.919986196  -1.912788415
## 567 1.27135316  0.665478523 1.17170690  0.493399329  -0.531957457
## 568 0.52861776 -0.989347037 0.61093076 -0.765691151   1.272636810
## 569 0.32648720 -1.715031659 0.39955327 -1.453461566   0.883776867
## 570 0.40240244 -1.188762688 0.30863814 -1.492288023   0.952821161
## 571 0.28726780 -1.816093726 0.31118294 -1.748843507   1.261958275
## 572 0.11770451 -2.572234828 0.15090187 -2.332022035   1.380312995
## 573 0.49639357 -1.011631840 0.46193094 -1.138938905   0.752283341
## 574 0.95230520  0.109847002 1.04312909  0.269048088   0.355704552
## 575 1.72054635  1.157938863 2.44338671  1.825506417  -0.708674947
## 576 0.06762870 -3.347992974 0.06484960 -3.449494714   1.499479564
## 577 0.39605770 -1.235204217 0.39257031 -1.234011450   0.843060331
## 578 1.08345530  0.329119834 1.31951691  0.756774606  -0.263825201
## 579 1.09681760  0.354270110 0.99692424  0.158307105  -0.284015604
## 580 0.34202575 -1.653393361 0.40860638 -1.421132330   1.763711376
## 581 2.11513681  1.763033079 1.56689816  1.086379997  -1.646158695
## 582 1.53720107  1.097480635 1.27490570  0.680410350  -1.540757608
## 583 0.50335057 -0.811766064 0.44784368 -0.924377776   1.035588607
## 584 0.19571696 -2.154144058 0.17820530 -2.332714478   1.601407138
## 585 0.07646483 -3.315561997 0.08507112 -3.273281488   0.975974111
## 586 1.33375795  0.774850047 1.46390281  0.994292210   0.300343775
## 587 0.09205013 -2.947608990 0.07010510 -3.218438945   1.685656295
## 588 0.04788775 -3.656005592 0.04174964 -3.823753353   1.295622857
## 589 0.93262046  0.034098686 0.94182438  0.047778324   0.194920001
## 590 0.16885775 -2.526958955 0.15884280 -2.631130304   0.957579430
## 591 0.66459760 -0.603817865 0.61803820 -0.746637973   1.191715222
## 592 0.10903737 -2.981473154 0.10210073 -3.087396092   1.245698005
## 593 0.15903000 -2.384999637 0.16504708 -2.369675924   1.441606559
## 594 0.69902616 -0.508231369 0.72079031 -0.467108214   0.724809654
## 595 0.30382934 -1.673153633 0.30528873 -1.714347695   1.411459551
## 596 0.34514198 -1.576918999 0.38313735 -1.463537636   1.341509650
## 597 0.27748574 -1.931787495 0.27351813 -1.987760392   1.443799708
## 598 1.24498804  0.620576878 1.17238519  0.495763450  -0.805604363
## 599 0.18758881 -2.414719965 0.23252786 -2.198465741   1.400229570
## 600 1.06040748  0.286611878 0.86883138 -0.103326589  -0.399501545
## 601 0.55273257 -0.915046615 0.68569835 -0.557863778   1.089782630
## 602 0.47430127 -1.143505948 0.52983379 -0.992342041   0.857418258
## 603 0.47541488 -1.111731221 0.44892397 -1.225743209   0.640119202
## 604 0.48393122 -0.834954348 0.48485748 -0.795236119   1.031010081
## 605 0.86471859 -0.067618536 0.80697548 -0.180262712   0.589173063
## 606 0.65085942 -0.640995255 0.59762745 -0.803596356   0.713389449
## 607 1.01992702  0.209093832 0.94236401  0.050188791   0.164468088
## 608 2.40226832  2.135588564 2.00753947  1.708199794  -2.425364595
## 609 1.04136853  0.263222998 1.34447799  0.724927413   0.593843020
## 610 0.45731099 -1.212625674 0.45200471 -1.257267643   0.569203393
## 611 2.10046895  1.789368791 2.10408614  1.816128634  -1.494350373
## 612 0.91615362  0.051317988 1.24590282  0.578429542   0.818918161
## 613 0.58300700 -0.676956596 0.49300676 -0.898509474   1.023892645
## 614 1.22567244  0.587455365 1.27493423  0.676228716   0.415608339
## 615 0.63869860 -0.483848046 0.57437537 -0.709659725   1.590141041
## 616 1.07496479  0.315078367 1.16971570  0.480310562   0.349583771
## 617 0.16590015 -2.278291251 0.32008545 -1.542462829   1.264085027
## 618 0.87712643 -0.088976579 0.83422113 -0.189940942  -0.915736761
## 619 0.25909918 -1.970033092 0.25082713 -2.053672376   1.146019139
## 620 0.62734367 -0.701870763 0.56616088 -0.895192641   0.390267628
## 621 0.30425548 -1.620695050 0.25999951 -1.815151604   1.113108829
## 622 0.27472671 -1.945792417 0.26191877 -2.045540280   0.874732698
## 623 0.75347660 -0.348441372 0.67372022 -0.556223640   0.563276070
## 624 0.37326694 -0.914981484 0.31172152 -1.073726487   1.268488346
## 625 1.25880743  0.610784584 1.30311219  0.693896495  -0.090171171
## 626 4.04807290  3.071624272 4.47930100  3.247970865  -2.550434574
## 627 1.49335104  0.898147123 1.23184613  0.550752118  -0.063206664
## 628 3.88169958  3.347410191 2.22932543  1.927324179  -2.924696758
## 629 0.41744228 -0.845294035 0.35529145 -0.986574965   1.253492469
## 630 2.65879604  2.428266680 2.30686749  2.084270762  -2.076605037
## 631 0.59857503 -0.775609959 0.70031670 -0.518793883   0.862607338
## 632 0.41434965 -1.013347258 0.30650699 -1.301771037   1.446012581
## 633 0.29741148 -1.806854041 0.27898116 -1.931061232   1.344083865
## 634 0.78906968 -0.290581233 0.80782302 -0.256594406   0.725780103
## 635 0.27525184 -1.944698418 0.27354843 -1.989338418   0.988179357
## 636 2.30857620  2.111153389 2.10346497  1.890089432  -2.753726509
## 637 1.64055541  1.191081004 1.45272757  0.932894822  -1.673560198
## 638 0.33169177 -1.548904915 0.33534674 -1.552205969   1.159400374
## 639 3.40433010  3.151319487 3.60584793  3.355094418  -3.807871866
## 640 0.53072262 -0.939846288 0.61074026 -0.732222479   0.869736292
## 641 1.51883676  1.066808423 1.62103674  1.230294039  -0.660010378
## 642 2.64744930  2.442425050 2.71268545  2.532355947  -3.362705254
## 643 0.32451903 -1.470147465 0.41680154 -1.135909085   0.826595755
## 644 1.05706881  0.284211191 1.06384248  0.295962684  -0.589449947
## 645 0.89622467  0.042875891 1.06881834  0.321242271   0.668554710
## 646 3.91473471  3.521488565 3.91246889  3.559937936  -4.413081472
## 647 0.37063286 -1.263219893 0.25225143 -1.670358428   1.070859253
## 648 1.23001598  0.572640015 1.60830639  1.116791798  -0.094185264
## 649 0.82034826 -0.218150661 0.76527602 -0.355596816  -0.535733726
## 650 0.26904378 -1.807757029 0.29619811 -1.707976058   1.261038991
## 651 1.26375113  0.597611675 2.07578338  1.496353685  -0.195496790
## 652 0.83477353 -0.188141587 0.85287953 -0.154389448   0.637956135
## 653 0.43922520 -1.271790092 0.46428154 -1.204660812   1.511798776
## 654 0.98720164  0.140177386 1.07047938  0.303995087   0.178859853
## 655 0.58773120 -0.816150934 0.61968006 -0.740795483   1.238431232
## 656 0.68165808 -0.550439701 0.68039943 -0.563824969   0.663206254
## 657 0.35149479 -1.501624977 0.32698948 -1.624155763   1.068261236
## 658 3.04838106  2.614123350 2.99984278  2.561722097  -3.401850479
## 659 0.72348462 -0.449526229 0.76928658 -0.348983624   1.005355467
## 660 0.60655741 -0.762139660 0.76461927 -0.362331172   1.102090097
## 661 0.18480609 -2.400865400 0.21895891 -2.231308542   1.643308882
## 662 0.24155620 -2.073343978 0.23033214 -2.176469929   1.173919429
## 663 2.77070493  2.223030550 2.29851283  1.762205361  -1.978521585
## 664 0.87282864 -0.100368985 0.97736575  0.116992788   0.680889445
## 665 0.83846817 -0.067266310 0.89460847  0.043672500   0.805416687
## 666 0.80576160 -0.249001228 0.72708688 -0.450081185  -0.037023962
## 667 1.64277622  1.130865852 1.95244840  1.477738923  -0.526281946
## 668 0.43294560 -0.828748361 0.36442011 -0.981350483   1.306190377
## 669 0.80481757 -0.253975627 0.87225009 -0.109070385   0.342748742
## 670 0.64326185 -0.657834962 0.65036922 -0.651136597   0.400121719
## 671 0.21442541 -1.929838295 0.35030048 -1.345890315   1.015727266
## 672 0.43886467 -1.275102769 0.40629078 -1.420439858   0.919264408
## 673 1.63430127  1.241606298 1.84314792  1.550693566  -1.266319975
## 674 0.56352538 -0.835820968 0.59008251 -0.776716882   1.805924486
## 675 0.80132919 -0.248744971 0.78505801 -0.292727960   0.028472369
## 676 0.40342908 -1.370590428 0.41074258 -1.375319995   0.501655428
## 677 0.45045640 -1.243468169 0.41254451 -1.404537522   0.570244999
## 678 3.45695606  3.007298142 2.97338087  2.606258685  -3.336803177
## 679 0.29305898 -1.292660780 0.26612407 -1.338012543   1.147546381
## 680 0.30458286 -1.729540368 0.27468550 -1.900401796   0.723547815
## 681 0.93516423  0.038329612 0.95899344  0.084416415   0.109449853
## 682 0.45255328 -1.239107636 0.45165192 -1.266329286   0.737332750
## 683 0.49109671 -1.106083016 0.58699308 -0.833607162   1.479025701
## 684 0.78317957 -0.216950104 0.79076044 -0.235870324   1.188883688
## 685 1.00786601  0.184555057 1.05783086  0.279968555   0.357139704
## 686 0.16042993 -2.508912802 0.14342351 -2.679913944   1.390542938
## 687 2.03724939  1.754642018 2.14196911  1.897539601  -2.273846363
## 688 1.35380418  0.786932873 1.13910061  0.430860567  -0.775501369
## 689 0.67641779 -0.573877115 0.70850852 -0.503146413   1.255256036
## 690 0.98466090  0.143281375 1.09631047  0.353044844   0.126378873
## 691 0.71874665 -0.340944650 0.59783477 -0.594118481   0.510674811
## 692 0.53629839 -0.759260977 0.59683648 -0.586148628   0.790352554
## 693 0.83205938 -0.156373046 0.86348272 -0.095023405  -0.265983327
## 694 1.29753695  0.702636132 1.32902027  0.758577021  -0.935778602
## 695 0.58784040 -0.644908887 0.52183248 -0.790123461   1.017332729
## 696 1.26919486  0.664478410 1.33781727  0.787461486   0.125196427
## 697 0.22071173 -2.217172652 0.20567387 -2.345504796   1.437019646
## 698 0.66596988 -0.520753469 0.54859329 -0.828620322   0.659097600
## 699 0.59740782 -0.635753220 0.52210113 -0.811082987   1.017860036
## 700 2.78857476  2.630864287 2.52517459  2.384145085  -3.534972219
## 701 1.17725305  0.503452478 1.32576134  0.767667468  -0.878055691
## 702 0.24734976 -2.083630356 0.23783549 -2.171800235   1.106412380
## 703 0.71145635 -0.480047022 0.76215916 -0.366635183   0.417806935
## 704 3.18687755  2.751143155 2.57842029  2.201859462  -2.493959813
## 705 1.48053513  0.870342411 1.21198794  0.521212155  -0.187756517
## 706 2.39219484  2.194127378 2.12940734  1.914871184  -2.337637122
## 707 0.55695909 -0.904825694 0.54315878 -0.963508883   0.570678061
## 708 0.40082553 -1.339862381 0.37367339 -1.466793633   0.948870421
## 709 0.38327320 -1.402371030 0.44483465 -1.214069090   1.010062288
## 710 0.34920192 -1.622341265 0.35814983 -1.616293329   1.004251833
## 711 0.80288473 -0.253917814 0.90252868 -0.039732114   0.687820258
## 712 1.04622592  0.262757284 0.95288393  0.083861057  -0.140691476
## 713 0.72601481 -0.349251893 0.82334228 -0.139235133   0.395270874
## 714 0.90733152 -0.016247610 1.02409033  0.215965684   0.788707539
## 715 0.34306268 -1.396077745 0.40837581 -1.155555844   0.990618921
## 716 0.54182675 -0.429044075 0.71061294 -0.166923367   1.438888475
## 717 0.27096525 -1.687062321 0.24062655 -1.797401864   1.184939540
## 718 1.93041449  1.629458197 1.79263702  1.468497736  -1.855190282
## 719 0.51677455 -1.006623684 0.56914123 -0.863327396   1.205470773
## 720 3.89872370  3.631340634 3.72336493  3.529421072  -5.127861731
## 721 0.86898307 -0.063866325 0.66304113 -0.507782061   0.358773731
## 722 1.49107453  0.959845182 1.93685292  1.525757723   0.032430501
## 723 1.17134450  0.483176060 1.21037667  0.553150303   0.149469563
## 724 0.16978338 -2.485464432 0.17308773 -2.515087974   1.315228380
## 725 1.12314118  0.403251984 1.17996809  0.509468536  -0.565146582
## 726 0.65285009 -0.633170357 0.69948186 -0.525210655   0.492254347
## 727 0.62716942 -0.704336829 0.65466947 -0.642891590   0.931214844
## 728 0.53065971 -0.754627532 0.41372795 -1.039149849   0.892849205
## 729 0.71457567 -0.447254450 0.71961956 -0.444202098   0.799413797
## 730 0.89237958 -0.058219217 0.85573788 -0.146479173   0.033054479
## 731 0.32580074 -1.717453585 0.31698385 -1.788689453   1.412603494
## 732 0.13500099 -2.779476691 0.14521864 -2.749866925   0.843432373
## 733 1.87326538  1.399550077 1.88513090  1.394298103  -0.691952984
## 734 1.51355152  1.020038412 1.58045673  1.125728353  -0.355113013
## 735 0.67530678 -0.567347174 0.76218225 -0.363111525   1.064264248
## 736 0.31405194 -1.770460924 0.31372426 -1.801138166   0.797393420
## 737 1.28583951  0.660962086 0.82466883 -0.157653774  -0.210773705
## 738 0.42358025 -1.064598659 0.54726120 -0.698429901   0.580906900
## 739 1.30024066  0.668060144 1.09541961  0.353292456  -0.595658468
## 740 1.54737724  0.986027902 1.40947460  0.797656385  -0.263592128
## 741 0.80547730 -0.251347171 0.75788656 -0.372063861   0.444247494
## 742 0.24213781 -2.027549782 0.25525890 -1.990301784   1.468814703
## 743 0.67058454 -0.584889102 0.75179741 -0.392001359   0.935676209
## 744 0.83351684 -0.186850112 0.75726937 -0.372939417  -0.476132077
## 745 1.30074847  0.717532997 1.45955309  0.982872136  -0.538805067
## 746 0.44573701 -1.246394529 0.43617109 -1.297894440   1.095215256
## 747 0.65034326 -0.642775925 0.62631970 -0.722946895   0.862177272
## 748 0.78714307 -0.248990212 0.75912393 -0.315945587   0.833033270
## 749 0.47136088 -1.155415704 0.52125121 -1.020891502   1.123774693
## 750 0.45498067 -1.121086698 0.41356314 -1.296897854   1.322357057
## 751 0.49523319 -0.814885936 0.42690220 -0.959961640   0.995893456
## 752 1.98012537  1.694818231 1.84591214  1.542595482  -1.586629668
## 753 1.22331096  0.560149675 1.44680763  0.889081107   0.331116332
## 754 0.60413680 -0.740081387 0.80259319 -0.256724173   1.325173808
## 755 1.36583767  0.803874835 1.29124916  0.690901657  -0.674895910
## 756 1.83311862  1.507323846 1.77419019  1.440596295  -1.372026555
## 757 0.52643454 -0.960502021 0.72813023 -0.432925625   1.241590959
## 758 0.40717080 -1.249866575 0.46657582 -1.107213772   1.099869694
## 759 0.73579430 -0.422793895 0.77106705 -0.346891702   0.582799501
## 760 0.93561520  0.044656592 0.88930279 -0.055740884   0.041476435
## 761 0.75932885 -0.357313568 0.80380614 -0.259449746   0.549213399
## 762 0.31081282 -1.773981874 0.32790942 -1.734935547   1.786931576
## 763 0.35771115 -1.305427246 0.54620845 -0.727698305   0.531998856
## 764 1.01812241  0.202235212 1.00536917  0.174291435   0.541597643
## 765 1.23144646  0.599641124 1.11616719  0.391930764  -0.833014094
## 766 0.47122557 -0.606697832 0.55371039 -0.446893238   1.220047603
## 767 0.46808942 -0.874433920 0.49388341 -0.770008216   0.595710254
## 768 1.83120047  1.495757932 2.11935942  1.886401109  -1.531090864
## 769 0.61344940 -0.697242221 0.51371836 -1.002020313   0.945900618
## 770 0.98527541  0.155471762 0.76549107 -0.285015177   0.033110823
## 771 0.40428581 -1.024962355 0.34560266 -1.154039671   1.420696083
## 772 1.46579406  0.974836883 1.55973219  1.124061654  -0.415227415
## 773 0.76783929 -0.246161607 0.79341204 -0.183745937   0.274990187
## 774 0.57538919 -0.841309333 0.54502450 -0.945295722   1.303256452
## 775 0.89600573 -0.028463779 0.98112914  0.137133576   0.426246580
## 776 0.33544786 -1.679781530 0.37462144 -1.548284714   1.450737347
## 777 0.43073194 -1.314468852 0.40020512 -1.452222400   0.960199077
## 778 2.27053808  1.934935768 2.56584825  2.254951651  -2.366860534
## 779 0.66596988 -0.520753469 0.54859329 -0.828620322   0.659097600
## 780 0.64545583 -0.554203449 0.61750800 -0.620846589   0.792675740
## 781 0.33654584 -1.675799288 0.33222178 -1.722763229   1.027540232
## 782 0.96079098  0.089250915 1.03241494  0.230560235   0.867195729
## 783 0.77953031 -0.219847017 0.87967863 -0.016158312   0.458502696
## 784 2.25160091  2.042406371 2.33571887  2.164580576  -2.310029045
## 785 0.52510232 -0.840297872 0.37811905 -1.268728536   0.917963183
## 786 0.67040991 -0.476109734 0.64374874 -0.529504606   0.753672037
## 787 0.74406215 -0.386753210 0.88054611 -0.084490434   0.629633130
## 788 0.41744228 -0.845294035 0.35529145 -0.986574965   1.253492469
## 789 1.06152431  0.292889653 0.72674836 -0.367704899   0.185964369
## 790 0.30593460 -1.227580999 0.22496732 -1.470237949   1.374762933
## 791 3.53290737  2.966116894 2.66041938  2.216525836  -3.759864624
## 792 1.49247504  0.936184741 1.21643705  0.541009531  -0.650054892
## 793 0.83279348 -0.136194107 0.84797625 -0.125659003   1.143989871
## 794 0.42357741 -1.090290545 0.43968655 -1.133239348   1.088263652
## 795 1.81440549  1.494152724 1.66767439  1.304223551  -1.343164804
## 796 0.45097469 -1.236564634 0.47605468 -1.177496697   0.441968916
## 797 1.22489711  0.565026171 1.34096085  0.743649240  -0.104098628
## 798 1.11275976  0.382689594 1.21473452  0.564656620  -0.104879952
## 799 0.77143514 -0.329489597 0.88634046 -0.076223916   0.948902841
## 800 0.50409149 -1.069101282 0.48147241 -1.163025860   1.066941643
## 801 0.46445207 -1.141700692 0.52301015 -0.982615663   0.829370848
## 802 0.61122537 -0.737101124 0.64313894 -0.661401083   0.929713429
## 803 0.95216846  0.068108766 0.89806035 -0.052604163   0.185862097
## 804 0.35401051 -1.601197066 0.32802046 -1.735935557   0.589138314
## 805 2.22784440  2.000319102 2.57123043  2.419144197  -2.744512212
## 806 0.33325396 -1.440044551 0.24353234 -1.781903533   1.416604261
## 807 0.59979345 -0.779494788 0.57576695 -0.863954574   0.728541937
## 808 0.15361052 -2.575593181 0.18082086 -2.427734245   1.827160434
## 809 0.33475784 -1.645022352 0.37773052 -1.508876447   1.620736550
## 810 0.15535979 -2.534925949 0.14878170 -2.632793306   1.138409003
## 811 0.46102741 -0.850454131 0.37299986 -1.050909294   1.243698556
## 812 0.31134048 -1.694740250 0.35574318 -1.541389825   1.357982396
## 813 2.69995451  2.534931013 2.84525585  2.714686247  -3.367946820
## 814 2.34612491  2.132604710 2.22021256  2.006595142  -2.410695273
## 815 0.55816057 -0.813364181 0.50412183 -0.979971908   0.638168135
## 816 0.54695487 -0.911563284 0.52796412 -0.992200981   0.686636414
## 817 0.44630733 -1.108979688 0.58127188 -0.724317883   0.463444326
## 818 0.47082960 -1.178027429 0.54771120 -0.953075292   1.460707510
## 819 0.39974172 -1.205675127 0.31463168 -1.606323371   1.656310622
## 820 0.15682384 -2.621177070 0.17368461 -2.548725376   1.695024529
## 821 0.53800237 -0.662564921 0.74801849 -0.199872664   0.806930097
## 822 0.64936722 -0.503419746 0.41194285 -1.109065677   0.651565466
## 823 0.32440582 -1.719552537 0.33321149 -1.708351896   1.090439056
## 824 0.33341170 -1.666722064 0.34433428 -1.644188609   1.520031323
## 825 2.21382708  1.956601968 1.99434412  1.718937622  -1.858711330
## 826 0.17083778 -2.460408785 0.16411361 -2.556219033   1.500108389
## 827 1.66366503  1.192799510 1.86006544  1.480946418  -0.301050322
## 828 0.62474844 -0.539232186 0.52057239 -0.766873410   0.653462952
## 829 0.52018379 -1.019042566 0.47628959 -1.181716431   0.421621467
## 830 2.53943027  2.369387576 2.75985434  2.635287110  -3.422064914
## 831 0.17388569 -2.498876014 0.18633635 -2.465277271   1.391645143
## 832 1.88080269  1.577508074 1.65136559  1.277563953  -2.213562705
## 833 1.36784660  0.770003888 1.59929314  1.073922318  -0.070980347
## 834 1.04136853  0.263222998 1.34447799  0.724927413   0.593843020
## 835 1.14274543  0.440271494 1.35895534  0.823498700   0.384040055
## 836 0.76274706 -0.286567672 0.77546514 -0.258143804   0.606245357
## 837 0.47811115 -1.150897421 0.44561851 -1.285833684   0.751934485
## 838 0.65159837 -0.578454130 0.81448975 -0.205615341   1.167345248
## 839 0.44177695 -0.843062311 0.33220625 -1.110513446   1.350196676
## 840 1.09412032  0.351328494 0.76518077 -0.224547529   0.240852034
## 841 0.67596345 -0.534653744 0.75690087 -0.351139074   0.751599423
## 842 0.64306202 -0.597214933 0.59784979 -0.726885611   0.393721355
## 843 0.68492311 -0.551549212 0.78901674 -0.303015415   1.086395676
## 844 1.58419195  1.161730767 1.41439654  0.911965863  -1.605310709
## 845 0.13748102 -2.661308278 0.12518925 -2.810193475   1.352614878
## 846 0.80748574 -0.243988623 0.98163999  0.126898087   0.426619570
## 847 1.35600007  0.808630229 1.40256721  0.890741152  -0.207687311
## 848 0.85794218 -0.135943756 1.00716576  0.177527825   0.173112453
## 849 0.50061595 -1.012035564 0.57146355 -0.823705442   1.529152891
## 850 0.30093368 -1.669270386 0.49718426 -0.997077161   1.361496826
## 851 0.82407584 -0.188611895 0.75535733 -0.355381495   0.281452497
## 852 0.65322644 -0.587391950 0.73379317 -0.401740246   0.968509814
## 853 0.44417370 -1.080154646 0.40913757 -1.177305635   1.244103478
## 854 0.61174331 -0.726234527 0.57220157 -0.849419970   0.786827628
## 855 0.86691383 -0.101620919 0.92385392  0.014458752   0.682017823
## 856 0.53694679 -0.740656282 0.42116286 -1.020428014   1.270051511
## 857 0.43771700 -1.126447442 0.55175869 -0.792849487   0.729538798
## 858 0.42233251 -1.112875624 0.30152390 -1.498262135   1.401259241
## 859 0.27525184 -1.944698418 0.27354843 -1.989338418   0.988179357
## 860 0.55653222 -0.393231416 0.81705497  0.014238328   1.345079730
## 861 0.23723753 -2.002802500 0.17048865 -2.411312637   1.333384666
## 862 0.96196399  0.164472033 0.94721838  0.149871019   0.297911012
## 863 2.39437631  2.204413947 2.12526949  1.915068499  -3.468388670
## 864 0.82037104 -0.194244755 1.19035605  0.520866270  -0.073206223
## 865 0.48748117 -1.086816446 0.46374624 -1.179393029   1.405550472
## 866 0.50612380 -0.887628756 0.58479962 -0.735515778   0.811783639
## 867 0.21200048 -2.260003619 0.20098002 -2.355705615   1.022456928
## 868 0.50551465 -0.861495872 0.44844120 -1.110727359   1.729956806
## 869 0.70402697 -0.425891525 0.78617190 -0.243905219   0.730364165
## 870 0.19225589 -2.370708661 0.20396867 -2.347193053   0.965924873
## 871 2.19491346  1.869156025 1.85210596  1.477766474  -1.675158347
## 872 0.35380408 -1.475884689 0.38600209 -1.377435445   1.019232564
## 873 0.69779095 -0.455108789 0.80154275 -0.225121834   0.806348685
## 874 0.07777685 -3.294599614 0.06665864 -3.483960140   1.053290920
## 875 0.37748426 -1.512327788 0.45141443 -1.267023792   1.458765431
## 876 0.74988163 -0.386026234 0.86631967 -0.121784572   0.741516983
## 877 0.75889818 -0.272934836 1.16792338  0.468390915   0.185698792
## 878 0.64849328 -0.587417348 0.50152192 -1.008277164   0.928096598
## 879 0.67729777 -0.525428407 0.55213959 -0.876178791   0.658701177
## 880 3.01416856  2.832256674 3.22642014  3.077864122  -4.101903750
## 881 2.06343704  1.802937859 2.27521359  2.085562561  -1.622429488
## 882 0.46198767 -1.205505352 0.41878057 -1.382554311   0.406348535
## 883 1.61515595  1.211226816 1.57730839  1.166419622  -0.843371313
## 884 0.55223570 -0.919176774 0.53157654 -1.002552326   0.893878520
## 885 1.34468732  0.770950996 1.36177471  0.804977453  -0.910711928
## 886 0.75739408 -0.363230377 0.88361163 -0.082343134   1.132969807
## 887 0.87806519 -0.084489016 0.76152265 -0.356117598   0.303275687
## 888 1.55149827  1.104111694 1.36499840  0.825857605  -1.598475456
## 889 0.22152141 -2.214815012 0.21844315 -2.273876511   1.545592069
## 890 0.70216930 -0.436647192 0.57360651 -0.764163105   0.740761343
## 891 1.17918973  0.489155649 1.27601250  0.637811997  -0.062392179
## 892 0.67210417 -0.522746763 0.78834504 -0.267097838   1.065451446
## 893 0.55653222 -0.393231416 0.81705497  0.014238328   1.345079730
## 894 1.03011438  0.227488994 1.08545239  0.332922279   0.297241612
## 895 0.12355644 -2.859238047 0.11655906 -2.958975339   1.345889506
## 896 0.43051453 -0.846394307 0.60019169 -0.437641913   1.094106217
## 897 0.77854311 -0.289766474 0.78033930 -0.296182707   0.998934959
## 898 0.11661220 -2.693992674 0.10623142 -2.859106034   1.380746660
## 899 0.74318652 -0.393230202 0.74528555 -0.401174250   0.850101602
## 900 0.77240232 -0.327659830 0.77734625 -0.323561471   1.192732878
## 901 0.40648298 -1.259836861 0.44011008 -1.158082200   0.623725880
## 902 0.84243806 -0.166244272 0.68194255 -0.566774508  -0.117822908
## 903 0.47663921 -1.107548769 0.58005750 -0.819292250   0.930070718
## 904 2.10528754  1.815099881 2.28621332  2.053638363  -1.438203587
## 905 1.16368721  0.478681169 1.05401702  0.271612269  -1.510525447
## 906 0.70498013 -0.499594331 0.74511023 -0.409586310   0.459260693
## 907 0.45900436 -1.171285229 0.43015682 -1.285932320   1.776391305
## 908 0.43962769 -1.041955514 0.47442164 -1.026067457   1.606539895
## 909 1.37018312  0.834866027 1.49334306  1.040513824   0.021421063
## 910 0.55653222 -0.393231416 0.81705497  0.014238328   1.345079730
## 911 0.39037550 -1.432005496 0.44433703 -1.268988601   0.756464175
## 912 0.89823300 -0.047121189 0.79314263 -0.293601403  -0.692819125
## 913 0.53860103 -0.918083807 0.52429259 -0.975713560   1.492678725
## 914 0.94343958  0.076987207 0.76584802 -0.284835408   0.239435237
## 915 0.82573629 -0.208560372 0.71669727 -0.481496818  -0.357447724
## 916 0.33461763 -1.302527239 0.20564847 -1.751284989   1.359986229
## 917 2.02680971  1.509496314 1.63728760  1.062876958  -0.889425155
## 918 0.59867673 -0.669880021 1.00068704  0.185760891   0.466334785
## 919 0.12924512 -2.741371453 0.12999797 -2.792048619   1.326990764
## 920 0.73798611 -0.308142555 0.48603369 -0.895458819   0.910075516
## 921 1.60835193  1.094473863 1.78638879  1.367449100  -1.427818790
## 922 0.85247180 -0.123419249 0.67407422 -0.546971228   0.384879062
## 923 0.33995349 -1.658273052 0.32705625 -1.744940055   1.151791530
## 924 1.12244802  0.400287662 0.92129880  0.009193079  -0.019377630
## 925 1.49992068  1.040586156 1.43703968  0.951738934  -1.346861883
## 926 0.51141044 -0.744436135 0.36530026 -1.100834740   1.126954080
## 927 0.55385919 -0.658351826 0.50966935 -0.731523330   1.150057430
## 928 4.54341949  3.597702638 3.25255210  2.650015868  -3.538328529
## 929 0.54448839 -0.934987069 0.51876181 -1.036509092   1.263039718
## 930 0.65054772 -0.628303554 0.76206764 -0.360786659   0.825254548
## 931 0.53234905 -0.971148998 0.50722591 -1.072655890   0.602303564
## 932 0.28950641 -1.790269141 0.32860374 -1.651046771   0.006785697
## 933 1.42482338  0.898547357 1.49764344  1.019200029  -0.316493373
## 934 0.59148006 -0.601071573 0.69284882 -0.353432594   0.953729976
## 935 1.58154049  1.078932205 2.04958699  1.704819243  -0.648472828
## 936 1.81654249  1.462522913 1.83943677  1.505212350  -1.218508251
## 937 1.15496233  0.458630506 1.00004534  0.168143048  -0.008197604
## 938 0.78650751 -0.299580860 0.80600975 -0.262927215   0.452979667
## 939 0.58146197 -0.764118343 0.81062365 -0.215700540   0.769097011
## 940 1.38938735  0.783969042 1.96508023  1.449845242  -0.680999403
## 941 0.19385099 -2.014129255 0.16849727 -2.113214679   1.416929008
## 942 1.88266788  1.353557565 2.67545715  2.238038014  -0.784834879
## 943 0.70216930 -0.436647192 0.57360651 -0.764163105   0.740761343
## 944 0.28563290 -1.845067951 0.28377815 -1.876791719   0.995041692
## 945 2.22187658  1.907059342 1.74814280  1.350562054  -2.373355236
## 946 0.25944613 -2.023127943 0.25968887 -2.054303653   1.299576442
## 947 0.51896626 -0.682176982 0.70199043 -0.270835075   0.660815127
## 948 1.56371800  1.126862646 1.40560658  0.894852704  -1.392853416
## 949 2.23832153  2.028847738 1.97939071  1.732266476  -2.993687236
## 950 0.30593460 -1.227580999 0.22496732 -1.470237949   1.374762933
## 951 2.68060257  2.450847099 2.77528034  2.585717240  -3.117666110
## 952 0.33590672 -1.678928123 0.29046510 -1.911076293   0.685164303
## 953 1.54694299  1.108677290 1.57077168  1.157830370  -0.585292928
## 954 1.22832334  0.582554955 1.24150163  0.608801767  -0.488412358
## 955 1.39180675  0.863219629 1.47776010  1.009625359  -0.408137497
## 956 0.44572076 -1.218578385 0.47664561 -1.132775075   1.120978270
## 957 0.54862337 -0.931881977 0.51460124 -1.056298117   0.614659711
## 958 0.55276425 -0.666856174 0.71840316 -0.281062068   0.814821371
## 959 0.64676746 -0.652684387 0.62327425 -0.732233661   0.675967177
## 960 0.29991540 -1.824079400 0.31672741 -1.776373540   1.339953090
#modified version (remove item with loading lower than 0.4)
#trimming paulse here, learn more about the EFA here before proceeding

#7

DGS_IRT_7 = mirt(data = DGS_7model_7,
      model = 1, #this is for one factor
      itemtype = "gpcmIRT" #generalized partial credit model
)
## 
Iteration: 1, Log-Lik: -6966.177, Max-Change: 0.79934
Iteration: 2, Log-Lik: -6622.040, Max-Change: 0.50284
Iteration: 3, Log-Lik: -6592.444, Max-Change: 0.23500
Iteration: 4, Log-Lik: -6582.027, Max-Change: 0.16079
Iteration: 5, Log-Lik: -6577.404, Max-Change: 0.12189
Iteration: 6, Log-Lik: -6574.879, Max-Change: 0.10751
Iteration: 7, Log-Lik: -6574.145, Max-Change: 0.04637
Iteration: 8, Log-Lik: -6573.423, Max-Change: 0.03036
Iteration: 9, Log-Lik: -6573.110, Max-Change: 0.01980
Iteration: 10, Log-Lik: -6572.927, Max-Change: 0.01079
Iteration: 11, Log-Lik: -6572.879, Max-Change: 0.01109
Iteration: 12, Log-Lik: -6572.854, Max-Change: 0.00473
Iteration: 13, Log-Lik: -6572.845, Max-Change: 0.00376
Iteration: 14, Log-Lik: -6572.837, Max-Change: 0.00279
Iteration: 15, Log-Lik: -6572.833, Max-Change: 0.00187
Iteration: 16, Log-Lik: -6572.828, Max-Change: 0.00052
Iteration: 17, Log-Lik: -6572.828, Max-Change: 0.00030
Iteration: 18, Log-Lik: -6572.827, Max-Change: 0.00015
Iteration: 19, Log-Lik: -6572.827, Max-Change: 0.00054
Iteration: 20, Log-Lik: -6572.827, Max-Change: 0.00047
Iteration: 21, Log-Lik: -6572.827, Max-Change: 0.00015
Iteration: 22, Log-Lik: -6572.827, Max-Change: 0.00015
Iteration: 23, Log-Lik: -6572.827, Max-Change: 0.00009
summary(DGS_IRT_7)
##           F1     h2
## DGS_2  0.672 0.4515
## DGS_11 0.634 0.4023
## DGS_48 0.279 0.0780
## DGS_13 0.242 0.0585
## 
## SS loadings:  0.99 
## Proportion Var:  0.248 
## 
## Factor correlations: 
## 
##    F1
## F1  1
coef(DGS_IRT_7, IRTpars = T)
## $DGS_2
##        a1     b1     b2    b3    b4    b5    b6 c
## par 1.544 -2.102 -0.773 0.148 0.264 0.818 1.663 0
## 
## $DGS_11
##        a1     b1    b2    b3    b4    b5    b6 c
## par 1.396 -1.657 -0.46 0.344 0.278 0.768 1.485 0
## 
## $DGS_48
##        a1    b1    b2    b3    b4    b5    b6 c
## par 0.495 -1.72 0.028 0.638 1.743 1.934 2.908 0
## 
## $DGS_13
##        a1     b1     b2    b3     b4    b5    b6 c
## par 0.424 -2.567 -1.292 0.346 -1.159 0.544 2.362 0
## 
## $GroupPars
##     MEAN_1 COV_11
## par      0      1
#itemplot(DGS_IRT_7, 1, type = "trace")
itemplot(DGS_IRT_7, 1, type = "info")

plot(DGS_IRT_7, type = "trace")

plot(DGS_IRT_7, type = "info")

plot(DGS_IRT_7) #expected score curve

#person fit
fscores(DGS_IRT_7) #factor score for each participants
##                  F1
##   [1,]  1.284193499
##   [2,]  2.186418858
##   [3,]  1.078909608
##   [4,]  0.336559702
##   [5,]  0.299819893
##   [6,] -0.489095717
##   [7,]  0.036368577
##   [8,]  0.563352226
##   [9,]  0.917532052
##  [10,] -0.820495111
##  [11,] -1.029790703
##  [12,]  0.179292167
##  [13,]  0.153094066
##  [14,]  0.572264686
##  [15,]  0.074081994
##  [16,]  0.822096549
##  [17,] -0.198957229
##  [18,] -0.652715141
##  [19,] -1.245119635
##  [20,] -0.534943574
##  [21,]  0.102342150
##  [22,]  0.132233389
##  [23,] -0.600808035
##  [24,]  1.229561191
##  [25,]  1.571506896
##  [26,] -1.179197764
##  [27,] -0.877050020
##  [28,]  0.349191847
##  [29,] -0.600808035
##  [30,] -0.497360285
##  [31,]  0.621684657
##  [32,]  0.115354636
##  [33,] -0.234322876
##  [34,]  0.855039004
##  [35,] -1.246306880
##  [36,] -1.205998461
##  [37,] -0.023449714
##  [38,]  0.565846733
##  [39,] -0.642709654
##  [40,] -0.219600016
##  [41,] -0.332727567
##  [42,]  0.336686990
##  [43,] -0.239685790
##  [44,] -0.332727567
##  [45,] -0.253638377
##  [46,] -0.877050020
##  [47,]  0.033815863
##  [48,] -2.299271147
##  [49,]  0.984977759
##  [50,] -0.094927482
##  [51,] -1.657369831
##  [52,] -0.198957229
##  [53,]  1.388849470
##  [54,]  0.228535865
##  [55,] -1.063328153
##  [56,]  0.104846272
##  [57,] -0.937358987
##  [58,] -0.597421961
##  [59,] -0.652715141
##  [60,] -0.391021363
##  [61,]  0.394737741
##  [62,] -0.587678667
##  [63,]  0.654715935
##  [64,]  0.452089016
##  [65,] -0.353917492
##  [66,] -0.463297812
##  [67,] -1.782654963
##  [68,]  1.637004939
##  [69,]  0.822096549
##  [70,]  0.238034774
##  [71,]  1.165260473
##  [72,]  0.265451317
##  [73,] -0.341328976
##  [74,] -0.276937366
##  [75,]  0.523968543
##  [76,]  0.356200268
##  [77,] -0.820495111
##  [78,]  0.373290173
##  [79,]  1.571506896
##  [80,] -0.003288766
##  [81,] -0.253638377
##  [82,]  1.078909608
##  [83,] -0.968325159
##  [84,]  0.422094160
##  [85,]  0.375846674
##  [86,] -1.162242690
##  [87,] -1.476939324
##  [88,] -1.657369831
##  [89,]  0.245727505
##  [90,] -0.892077474
##  [91,] -0.253638377
##  [92,]  0.188859959
##  [93,]  1.639964058
##  [94,]  0.570557009
##  [95,]  0.593329647
##  [96,] -2.299271147
##  [97,] -0.084557157
##  [98,] -0.160693618
##  [99,]  0.166457757
## [100,] -1.593665124
## [101,] -0.298340279
## [102,] -0.639254638
## [103,] -0.447871314
## [104,] -0.005874575
## [105,]  0.810649954
## [106,] -0.846089838
## [107,]  1.543577283
## [108,] -1.063328153
## [109,] -0.523595278
## [110,]  1.008096548
## [111,] -0.956777348
## [112,] -0.764386274
## [113,] -1.047156842
## [114,] -0.073389401
## [115,]  0.441822419
## [116,] -1.063328153
## [117,] -0.650341882
## [118,] -0.666262756
## [119,] -0.705941782
## [120,]  0.920390086
## [121,]  0.255980000
## [122,] -0.391021363
## [123,] -0.332727567
## [124,] -1.391094482
## [125,] -0.076181148
## [126,] -0.394082381
## [127,] -0.037025105
## [128,]  0.973522891
## [129,]  0.176827849
## [130,]  0.573055885
## [131,] -0.423889319
## [132,] -0.188123757
## [133,]  0.884789496
## [134,] -0.297414501
## [135,]  0.375846674
## [136,] -1.162242690
## [137,] -0.169366906
## [138,] -0.391021363
## [139,]  0.780315088
## [140,] -2.002353355
## [141,] -2.002353355
## [142,]  0.498710274
## [143,] -1.162242690
## [144,] -2.146347422
## [145,]  0.648794213
## [146,] -0.847293287
## [147,]  0.292803398
## [148,] -0.484874997
## [149,] -0.805941158
## [150,]  0.179292167
## [151,] -0.300340425
## [152,] -0.063105328
## [153,] -0.332727567
## [154,] -0.332727567
## [155,]  0.822096549
## [156,]  0.422094160
## [157,] -0.031799177
## [158,] -0.058265953
## [159,] -1.162242690
## [160,]  0.089950693
## [161,] -0.013351665
## [162,]  0.781164038
## [163,] -0.652715141
## [164,] -0.584314034
## [165,]  0.235463702
## [166,] -1.063328153
## [167,]  0.199967107
## [168,] -1.537830187
## [169,]  0.478834913
## [170,]  0.385290076
## [171,]  1.381836089
## [172,]  0.422094160
## [173,]  0.759561692
## [174,]  0.631542988
## [175,]  2.355719352
## [176,]  0.832008768
## [177,] -1.063328153
## [178,] -0.764386274
## [179,]  1.909336398
## [180,]  0.083877468
## [181,]  0.496249917
## [182,] -0.309740139
## [183,]  0.498710274
## [184,] -0.054797743
## [185,]  0.121766973
## [186,] -0.790309696
## [187,]  1.795148811
## [188,] -1.079609031
## [189,]  0.356200268
## [190,]  0.908404401
## [191,]  0.366406587
## [192,] -0.188123757
## [193,] -0.274807495
## [194,]  0.074081994
## [195,]  0.478834913
## [196,] -0.803774972
## [197,] -0.106190813
## [198,] -0.560615818
## [199,]  0.563352226
## [200,]  2.355719352
## [201,]  0.007420271
## [202,] -2.146347422
## [203,]  0.780315088
## [204,] -0.074228801
## [205,]  0.246500034
## [206,] -1.162242690
## [207,] -0.847293287
## [208,]  0.691082293
## [209,] -0.046246185
## [210,]  0.170489344
## [211,] -0.985031126
## [212,]  1.252673892
## [213,] -0.820495111
## [214,] -0.523595278
## [215,] -0.968325159
## [216,] -0.509922436
## [217,]  0.769916217
## [218,] -1.782654963
## [219,]  0.004978885
## [220,]  1.069954564
## [221,]  0.114564150
## [222,]  0.452089016
## [223,] -1.260749659
## [224,]  1.229561191
## [225,]  0.573055885
## [226,] -0.279835125
## [227,]  0.066789647
## [228,]  0.375846674
## [229,] -0.414936642
## [230,]  1.066862607
## [231,] -0.734964858
## [232,] -1.063328153
## [233,] -0.681012785
## [234,] -0.547739514
## [235,]  0.584369678
## [236,]  0.270689103
## [237,] -0.832562435
## [238,]  0.104846272
## [239,]  0.999478274
## [240,]  0.441822419
## [241,] -0.084557157
## [242,] -1.282942516
## [243,] -0.174575999
## [244,]  1.438918922
## [245,] -0.571288904
## [246,] -0.391021363
## [247,]  0.265451317
## [248,]  0.701168041
## [249,] -0.087221320
## [250,]  0.642237454
## [251,]  0.576348156
## [252,] -1.144036438
## [253,] -1.391094482
## [254,] -1.979038616
## [255,]  0.563352226
## [256,]  0.973522891
## [257,] -0.321202248
## [258,] -0.411844322
## [259,]  0.582782912
## [260,]  1.337988171
## [261,]  0.056144259
## [262,]  0.035560720
## [263,]  0.505818289
## [264,]  0.199189822
## [265,] -0.074228801
## [266,] -1.700342370
## [267,]  1.239373106
## [268,]  0.631542988
## [269,] -0.054797743
## [270,] -0.734011025
## [271,] -0.749049775
## [272,]  0.385290076
## [273,] -0.820495111
## [274,]  0.156850457
## [275,] -1.063328153
## [276,] -0.411844322
## [277,]  0.573847240
## [278,]  0.448871896
## [279,]  0.505818289
## [280,]  0.727228142
## [281,]  0.140063026
## [282,]  0.687674009
## [283,] -1.736875455
## [284,] -0.952790260
## [285,] -0.450021865
## [286,]  1.776766595
## [287,]  0.366406587
## [288,]  0.296620062
## [289,] -0.044585248
## [290,] -0.948810032
## [291,] -1.063328153
## [292,]  1.229561191
## [293,]  0.984977759
## [294,]  0.729854423
## [295,]  0.611055362
## [296,] -0.106190813
## [297,]  1.152615114
## [298,]  0.004843744
## [299,] -0.253638377
## [300,]  0.984977759
## [301,] -1.593665124
## [302,]  0.629003734
## [303,]  0.553670931
## [304,] -1.162242690
## [305,]  1.104246365
## [306,]  1.253761796
## [307,] -0.103506473
## [308,] -0.497360285
## [309,]  1.781477016
## [310,] -0.031799177
## [311,]  0.669523664
## [312,]  2.355719352
## [313,] -0.157803730
## [314,] -0.892077474
## [315,]  0.206922176
## [316,] -0.379167507
## [317,]  0.621684657
## [318,] -1.085149028
## [319,] -0.734964858
## [320,]  0.246500034
## [321,]  0.036368577
## [322,]  1.028475776
## [323,]  0.788919510
## [324,] -1.314026646
## [325,]  0.128957693
## [326,] -1.404863807
## [327,] -0.746566308
## [328,] -0.639254638
## [329,] -0.015946425
## [330,]  0.471110574
## [331,] -0.022625915
## [332,]  0.545708152
## [333,]  0.180072035
## [334,] -0.332727567
## [335,]  0.780315088
## [336,]  1.688224663
## [337,]  0.727921555
## [338,]  0.189638545
## [339,]  0.065989035
## [340,]  0.553670931
## [341,] -1.782654963
## [342,]  0.004978885
## [343,]  0.243286657
## [344,]  1.889676427
## [345,]  1.914431705
## [346,] -0.638162125
## [347,]  0.543225134
## [348,] -0.297414501
## [349,]  0.487598164
## [350,] -0.253638377
## [351,]  0.573055885
## [352,] -0.639254638
## [353,]  0.310032415
## [354,]  0.341542549
## [355,]  0.121766973
## [356,] -0.135850398
## [357,]  0.478187046
## [358,] -1.162242690
## [359,] -0.968325159
## [360,] -1.282942516
## [361,] -0.103506473
## [362,] -1.051307189
## [363,]  1.110207126
## [364,] -0.551044784
## [365,]  0.759561692
## [366,] -0.878068087
## [367,]  0.432339423
## [368,]  0.290372079
## [369,] -1.866169599
## [370,] -1.265275467
## [371,] -0.893102342
## [372,]  0.844294070
## [373,] -1.443846128
## [374,]  0.781164038
## [375,]  0.206274323
## [376,]  1.240452549
## [377,] -0.391021363
## [378,]  0.292803398
## [379,]  0.189638545
## [380,]  0.863054148
## [381,] -0.245385467
## [382,]  2.355719352
## [383,]  0.719661741
## [384,] -0.789331143
## [385,]  0.781164038
## [386,] -0.345107002
## [387,]  0.065989035
## [388,] -0.332727567
## [389,] -0.265561084
## [390,] -1.979038616
## [391,] -0.157803730
## [392,] -0.095773997
## [393,]  0.263015187
## [394,] -0.297414501
## [395,] -0.003288766
## [396,] -0.309740139
## [397,] -0.411844322
## [398,]  0.028184624
## [399,]  1.242785402
## [400,] -0.557295108
## [401,] -0.851099265
## [402,] -1.029790703
## [403,]  0.422221897
## [404,] -0.274807495
## [405,] -0.968325159
## [406,] -2.146347422
## [407,] -0.222421963
## [408,]  0.632347208
## [409,] -0.094927482
## [410,]  0.908404401
## [411,]  0.236237125
## [412,] -0.094927482
## [413,]  0.356200268
## [414,]  0.149703143
## [415,]  0.631542988
## [416,]  1.066862607
## [417,] -1.866169599
## [418,]  0.664676733
## [419,]  0.014980173
## [420,]  0.206922176
## [421,] -1.537830187
## [422,] -2.299271147
## [423,] -0.691202781
## [424,]  1.929225878
## [425,]  0.822096549
## [426,]  0.964133351
## [427,] -0.835145717
## [428,]  0.778483229
## [429,]  0.666953580
## [430,]  0.263015187
## [431,]  1.320421818
## [432,] -0.524628739
## [433,]  0.897383944
## [434,]  1.077925401
## [435,]  0.498710274
## [436,] -0.639254638
## [437,] -0.437822195
## [438,] -0.734964858
## [439,] -0.667370037
## [440,]  0.563352226
## [441,]  0.496249917
## [442,]  0.158541170
## [443,] -0.411844322
## [444,] -0.276020886
## [445,]  0.253541735
## [446,]  0.169708117
## [447,]  0.560070324
## [448,]  0.441049693
## [449,] -0.498380554
## [450,] -0.497360285
## [451,]  1.152615114
## [452,] -1.265275467
## [453,] -0.288991145
## [454,]  0.563352226
## [455,]  0.283351792
## [456,] -2.146347422
## [457,]  0.699391866
## [458,] -1.674300269
## [459,]  1.543577283
## [460,] -0.034410910
## [461,]  0.723110008
## [462,]  0.999478274
## [463,] -1.026978871
## [464,] -1.179197764
## [465,]  0.129615053
## [466,] -0.177341876
## [467,] -1.063328153
## [468,]  0.292803398
## [469,] -0.498380554
## [470,] -0.169366906
## [471,]  0.586083327
## [472,] -0.586612981
## [473,] -2.146347422
## [474,] -0.865953562
## [475,] -0.820495111
## [476,]  0.920390086
## [477,]  0.478834913
## [478,]  0.169708117
## [479,]  0.533587189
## [480,] -1.162242690
## [481,] -1.282942516
## [482,] -0.560615818
## [483,] -0.819503005
## [484,] -0.015946425
## [485,] -0.031799177
## [486,] -0.985031126
## [487,]  0.949129504
## [488,] -1.108246404
## [489,] -0.288991145
## [490,] -0.041963855
## [491,] -1.047156842
## [492,] -0.076882260
## [493,] -0.882129228
## [494,] -1.162242690
## [495,]  1.016754567
## [496,] -0.166610606
## [497,] -2.299271147
## [498,] -0.537187899
## [499,] -0.391021363
## [500,] -1.162242690
## [501,]  0.025759601
## [502,]  0.563352226
## [503,]  1.447398512
## [504,]  0.109566354
## [505,]  0.749250375
## [506,] -0.053694073
## [507,]  0.975532225
## [508,] -1.179197764
## [509,]  0.083745503
## [510,]  0.084542204
## [511,] -0.321202248
## [512,] -0.952790260
## [513,]  0.536065082
## [514,] -0.013351665
## [515,]  0.256751726
## [516,] -0.117364157
## [517,] -0.835145717
## [518,] -1.423519339
## [519,]  1.174712007
## [520,]  0.563352226
## [521,]  0.169708117
## [522,]  0.680215330
## [523,] -0.860910753
## [524,] -1.657369831
## [525,] -0.411844322
## [526,]  1.559546272
## [527,] -1.438995659
## [528,]  0.471110574
## [529,] -0.147162251
## [530,]  0.246500034
## [531,] -0.365626487
## [532,]  2.355719352
## [533,] -0.524457536
## [534,] -0.253638377
## [535,]  0.432339423
## [536,]  0.208726812
## [537,]  1.113374737
## [538,] -0.348257602
## [539,]  0.235463702
## [540,] -1.162242690
## [541,]  0.422094160
## [542,] -0.937358987
## [543,] -1.029790703
## [544,] -1.352891528
## [545,]  0.847053586
## [546,]  1.165260473
## [547,]  1.758583609
## [548,]  0.688493131
## [549,] -2.299271147
## [550,]  0.122556113
## [551,] -0.749049775
## [552,]  1.140060491
## [553,]  0.140063026
## [554,] -0.391021363
## [555,]  0.701168041
## [556,]  0.928663049
## [557,] -0.253638377
## [558,] -0.484874997
## [559,]  0.583576214
## [560,] -1.391094482
## [561,]  0.218897207
## [562,] -1.029790703
## [563,] -2.299271147
## [564,]  0.102342150
## [565,]  0.855039004
## [566,] -0.732497616
## [567,] -0.165738770
## [568,] -0.332727567
## [569,] -0.497360285
## [570,] -0.222421963
## [571,]  1.353246266
## [572,] -0.968325159
## [573,] -0.073389401
## [574,] -0.297414501
## [575,]  0.631542988
## [576,]  0.621684657
## [577,] -0.390053333
## [578,]  0.035560720
## [579,]  0.975532225
## [580,]  0.652158296
## [581,] -1.246306880
## [582,]  0.035560720
## [583,] -0.063105328
## [584,]  1.226175178
## [585,] -0.094927482
## [586,]  0.444263900
## [587,] -0.734964858
## [588,] -0.318247126
## [589,] -0.484874997
## [590,]  0.984042219
## [591,] -0.846089838
## [592,] -0.242533760
## [593,]  0.074748505
## [594,]  0.621684657
## [595,]  1.152615114
## [596,] -0.497360285
## [597,] -0.639254638
## [598,]  0.189638545
## [599,] -0.720971886
## [600,]  0.356200268
## [601,] -0.147162251
## [602,] -0.475651298
## [603,]  0.984977759
## [604,] -0.264800428
## [605,]  0.441822419
## [606,] -0.005874575
## [607,] -0.044585248
## [608,] -0.983964501
## [609,] -0.851099265
## [610,] -0.242533760
## [611,]  0.537889325
## [612,] -1.162242690
## [613,]  1.066862607
## [614,] -0.062269487
## [615,]  2.031724773
## [616,] -1.029790703
## [617,] -0.475651298
## [618,]  0.525658584
## [619,]  0.053606714
## [620,]  0.727921555
## [621,] -1.209024262
## [622,] -1.079609031
## [623,] -1.029790703
## [624,] -0.909474230
## [625,]  0.197382553
## [626,] -2.299271147
## [627,] -0.835145717
## [628,] -0.065049372
## [629,] -1.827774235
## [630,]  0.063458702
## [631,]  0.329678601
## [632,] -0.774982281
## [633,]  0.466083456
## [634,] -0.450021865
## [635,]  1.242785402
## [636,]  1.929225878
## [637,]  0.732483349
## [638,] -0.488080080
## [639,] -1.537830187
## [640,] -0.497360285
## [641,]  1.088899010
## [642,] -0.937358987
## [643,]  0.343567760
## [644,]  0.813510635
## [645,]  0.221067789
## [646,] -2.299271147
## [647,] -0.298340279
## [648,]  0.167239462
## [649,]  1.082022255
## [650,]  0.496249917
## [651,] -1.782654963
## [652,]  1.242785402
## [653,]  0.717736316
## [654,] -0.561668126
## [655,] -0.308809333
## [656,] -1.391094482
## [657,]  0.321900792
## [658,] -1.866169599
## [659,] -0.199695344
## [660,]  0.917532052
## [661,] -0.321202248
## [662,]  0.236237125
## [663,] -0.724563440
## [664,]  0.206922176
## [665,]  0.855039004
## [666,]  0.253541735
## [667,] -0.419014997
## [668,] -2.146347422
## [669,]  0.701168041
## [670,] -0.177341876
## [671,]  0.142675352
## [672,]  1.078909608
## [673,] -0.014172798
## [674,]  1.526479053
## [675,] -1.296143732
## [676,] -0.336646162
## [677,] -0.076882260
## [678,]  1.337988171
## [679,] -0.691202781
## [680,]  1.510823956
## [681,]  1.337988171
## [682,]  0.813368038
## [683,]  0.498710274
## [684,]  2.355719352
## [685,]  0.179292167
## [686,] -0.560615818
## [687,] -0.103506473
## [688,] -0.308963469
## [689,]  1.056993805
## [690,]  1.639964058
## [691,] -0.652715141
## [692,] -0.113955883
## [693,] -1.518341978
## [694,]  1.889676427
## [695,] -0.952790260
## [696,]  1.424064739
## [697,] -0.188123757
## [698,] -0.044585248
## [699,] -0.472465674
## [700,]  1.743744980
## [701,]  0.218897207
## [702,]  0.043726089
## [703,]  0.498710274
## [704,] -0.847293287
## [705,] -2.299271147
## [706,] -0.138570732
## [707,]  0.015658651
## [708,]  0.385290076
## [709,]  0.074081994
## [710,]  0.310032415
## [711,] -0.202638837
## [712,]  0.844294070
## [713,] -0.909474230
## [714,]  0.833601802
## [715,] -0.094927482
## [716,]  0.608949645
## [717,] -0.475651298
## [718,] -0.461133223
## [719,]  0.621684657
## [720,]  2.355719352
## [721,] -0.436995774
## [722,]  0.920390086
## [723,]  0.940619475
## [724,] -0.463297812
## [725,] -0.551044784
## [726,]  0.292803398
## [727,] -0.321202248
## [728,]  0.553670931
## [729,]  1.405574937
## [730,]  0.375846674
## [731,] -0.734964858
## [732,]  0.189638545
## [733,]  1.555422843
## [734,] -1.955937621
## [735,]  1.152615114
## [736,]  0.236237125
## [737,]  1.360140417
## [738,]  0.132102986
## [739,] -0.231485602
## [740,] -0.835145717
## [741,]  1.126583490
## [742,] -1.063328153
## [743,]  0.844294070
## [744,] -0.476660762
## [745,] -0.584314034
## [746,] -0.952790260
## [747,] -0.968325159
## [748,] -0.402944097
## [749,]  0.855039004
## [750,] -0.094927482
## [751,] -0.639254638
## [752,] -0.026878474
## [753,] -0.724563440
## [754,] -0.551044784
## [755,] -1.144036438
## [756,] -0.564995919
## [757,]  1.066862607
## [758,]  0.654715935
## [759,]  0.536065082
## [760,]  0.382859985
## [761,]  1.114212329
## [762,]  1.078909608
## [763,] -1.162242690
## [764,] -1.423519339
## [765,]  1.078909608
## [766,] -1.282942516
## [767,]  0.495471292
## [768,]  0.180072035
## [769,] -0.103506473
## [770,] -0.450021865
## [771,] -1.657369831
## [772,] -1.518341978
## [773,] -0.177341876
## [774,]  1.345968663
## [775,] -1.404863807
## [776,]  1.795148811
## [777,]  1.266079461
## [778,] -0.050667581
## [779,]  0.593329647
## [780,] -0.652715141
## [781,]  1.066862607
## [782,]  1.929225878
## [783,] -1.162242690
## [784,]  2.355719352
## [785,]  0.688493131
## [786,]  0.236237125
## [787,] -0.230588214
## [788,] -1.265275467
## [789,] -0.924718556
## [790,]  0.339114782
## [791,] -0.116651641
## [792,]  0.730548532
## [793,]  0.706077028
## [794,]  0.631542988
## [795,]  1.229561191
## [796,] -0.639254638
## [797,] -0.851099265
## [798,]  2.186418858
## [799,]  1.559546272
## [800,] -0.076181148
## [801,]  0.180072035
## [802,]  0.563352226
## [803,]  0.638883852
## [804,]  0.321900792
## [805,] -2.299271147
## [806,] -0.774982281
## [807,]  1.451261645
## [808,] -0.391021363
## [809,]  0.762221666
## [810,] -0.639254638
## [811,] -1.063328153
## [812,]  1.266079461
## [813,] -1.782654963
## [814,]  0.280919039
## [815,] -0.877050020
## [816,] -0.681012785
## [817,]  0.984977759
## [818,]  0.698569569
## [819,]  0.498710274
## [820,] -0.023449714
## [821,] -0.332727567
## [822,] -0.436995774
## [823,]  0.172175632
## [824,]  0.773433713
## [825,]  0.855039004
## [826,] -0.044585248
## [827,]  2.355719352
## [828,] -1.162242690
## [829,] -0.034410910
## [830,] -0.421766110
## [831,] -0.877050020
## [832,]  0.298031446
## [833,] -2.121652846
## [834,] -1.179197764
## [835,]  0.999478274
## [836,]  0.336559702
## [837,]  0.253541735
## [838,]  0.681032331
## [839,]  0.176827849
## [840,]  0.641430788
## [841,]  0.061595526
## [842,]  0.788919510
## [843,]  0.621684657
## [844,] -1.174824264
## [845,]  0.611055362
## [846,]  0.478834913
## [847,]  0.822096549
## [848,] -0.391021363
## [849,] -0.497360285
## [850,]  0.799402238
## [851,] -0.332727567
## [852,] -0.253638377
## [853,]  0.119273117
## [854,]  0.004162848
## [855,]  0.189638545
## [856,]  0.751899340
## [857,] -0.402944097
## [858,] -0.924718556
## [859,] -0.677494147
## [860,]  0.004162848
## [861,]  0.091799429
## [862,] -1.179197764
## [863,]  0.611055362
## [864,] -0.013351665
## [865,]  0.691082293
## [866,]  0.984977759
## [867,] -0.074228801
## [868,]  1.438918922
## [869,]  1.256112962
## [870,] -0.586612981
## [871,] -0.342274403
## [872,]  0.563352226
## [873,]  2.031724773
## [874,] -0.074228801
## [875,] -0.321202248
## [876,]  2.053088144
## [877,] -0.705000832
## [878,] -0.177341876
## [879,] -0.023449714
## [880,] -0.803774972
## [881,]  1.758583609
## [882,]  0.670337700
## [883,]  0.824828452
## [884,] -0.774982281
## [885,] -0.116651641
## [886,] -0.484874997
## [887,]  2.355719352
## [888,]  0.439381597
## [889,] -0.233424323
## [890,] -0.774982281
## [891,] -1.537830187
## [892,]  0.192097439
## [893,] -0.724563440
## [894,]  0.509063166
## [895,]  0.563352226
## [896,] -0.523595278
## [897,] -0.586612981
## [898,]  1.008096548
## [899,] -0.573573353
## [900,] -0.264800428
## [901,]  0.748412412
## [902,] -1.438995659
## [903,] -0.524457536
## [904,] -0.052166439
## [905,] -0.424873488
## [906,]  0.309263423
## [907,]  1.559546272
## [908,]  1.335520248
## [909,]  0.504005425
## [910,] -0.538228250
## [911,]  0.641430788
## [912,]  0.236237125
## [913,]  1.526479053
## [914,] -1.145402945
## [915,]  0.412628818
## [916,] -0.169366906
## [917,] -2.299271147
## [918,] -0.851099265
## [919,]  0.897383944
## [920,]  0.789630408
## [921,]  1.424064739
## [922,] -0.264800428
## [923,]  1.182334376
## [924,] -1.063328153
## [925,]  0.025625369
## [926,]  0.691082293
## [927,] -2.299271147
## [928,] -0.308809333
## [929,]  1.362644911
## [930,] -0.298340279
## [931,] -0.103506473
## [932,]  1.242785402
## [933,]  0.119931951
## [934,]  1.242785402
## [935,]  2.355719352
## [936,]  1.152615114
## [937,] -0.892077474
## [938,]  0.056947141
## [939,] -0.551044784
## [940,] -0.614021268
## [941,] -0.253638377
## [942,] -1.108246404
## [943,] -0.433869911
## [944,]  0.199967107
## [945,]  2.355719352
## [946,]  0.781164038
## [947,] -1.827774235
## [948,] -0.158672589
## [949,] -0.475651298
## [950,]  0.621684657
## [951,]  2.355719352
## [952,]  0.441822419
## [953,]  1.889676427
## [954,]  0.255980000
## [955,]  0.611854762
## [956,]  0.621684657
## [957,]  0.093515647
## [958,]  0.402400411
## [959,] -0.084557157
## [960,]  0.573055885
mirt::itemfit(DGS_IRT_7)
##     item   S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1  DGS_2 64.776      45      0.021  0.028
## 2 DGS_11 53.870      46      0.013  0.199
## 3 DGS_48 89.614      53      0.027  0.001
## 4 DGS_13 53.825      57      0.000  0.595
mirt::personfit(DGS_IRT_7)
##         outfit     z.outfit      infit      z.infit           Zh
## 1   1.06804259  0.336912152 1.02257092  0.278664743 -0.333046193
## 2   0.54995883 -0.336180246 0.56324539 -0.296630156  1.033642325
## 3   0.07428214 -2.188055059 0.05860843 -2.300872689  1.366160839
## 4   0.86771174 -0.028047588 0.73510677 -0.265412465  0.455957897
## 5   0.19236402 -1.899875705 0.19444483 -1.834209602  0.681947487
## 6   1.10421933  0.380066605 1.08479871  0.348299409 -0.410165561
## 7   0.31370100 -1.328497332 0.41276812 -1.007981753  1.182212746
## 8   0.04951869 -2.826144834 0.05148521 -2.719818339  1.519002989
## 9   0.56456462 -0.523979363 0.67386084 -0.295652602  0.891974675
## 10  0.35386331 -0.934426419 0.51944530 -0.583225443  1.132591761
## 11  0.67357970 -0.250236355 0.36930756 -0.889757227  0.417883474
## 12  0.14085614 -2.162750930 0.15487341 -2.034809996  0.482979434
## 13  3.85324610  2.992781526 3.32025767  2.583510260 -5.771405378
## 14  2.19259068  1.640389553 2.48121049  1.864039665 -1.714561983
## 15  0.54844618 -0.671320383 0.55331824 -0.649160889  0.781320615
## 16  0.28012534 -1.317872563 0.29696568 -1.230940935  1.338737913
## 17  0.92596912  0.110125730 1.37581480  0.732933849  0.404517123
## 18  0.14442997 -1.691670504 0.11540159 -1.974643332  1.021035232
## 19  1.93494240  1.242840956 2.57853559  1.685822096 -1.036366941
## 20  1.47547964  0.814100693 1.68554147  1.059828213 -0.449047342
## 21  0.20534186 -1.790668662 0.21575377 -1.716255699  1.075873165
## 22  0.33094384 -1.305108421 0.27213247 -1.490193845  0.743793860
## 23  0.48632428 -0.630963821 0.49623764 -0.671730008  0.865732972
## 24  0.38205548 -0.873763606 0.44613132 -0.709982711  1.104703073
## 25  1.04023228  0.307742266 0.91574792  0.148271757 -0.275598341
## 26  0.34532044 -0.959105589 0.32273225 -0.967812406  1.192009292
## 27  0.39883104 -0.816939282 0.57352518 -0.460822438  1.063870421
## 28  0.66695198 -0.425284831 0.81962472 -0.103519522  0.200595589
## 29  0.48632428 -0.630963821 0.49623764 -0.671730008  0.865732972
## 30  0.63356578 -0.346216517 0.94335046  0.142956673  0.935515281
## 31  0.16514310 -1.920674303 0.19827522 -1.703995190  1.509215861
## 32  1.34730872  0.714790866 1.47513848  0.873835896 -0.505039260
## 33  0.66873948 -0.330076656 0.88424507  0.035693314  0.287687997
## 34  0.13856540 -1.906376634 0.09966658 -2.103151066  1.243390692
## 35  1.13002959  0.415435809 0.90342325  0.132795332  0.136609446
## 36  3.37832036  2.271268145 3.16898090  2.074528630 -3.121808113
## 37  0.09655216 -2.342202622 0.10360437 -2.293904120  1.308364464
## 38  0.50555172 -0.766085226 0.56928553 -0.585261868  0.622954165
## 39  0.78865956 -0.065196847 0.98762788  0.214320553  0.524760068
## 40  0.57533182 -0.523760692 0.47891552 -0.777065309  0.035337859
## 41  0.18592096 -1.617510145 0.24468811 -1.461708902  1.443136529
## 42  1.52930905  0.956804067 1.52478517  0.937491573 -1.015722081
## 43  1.96792068  1.345514953 1.94251520  1.349080583 -0.845213019
## 44  0.18592096 -1.617510145 0.24468811 -1.461708902  1.443136529
## 45  0.10605416 -2.092207094 0.14660566 -1.931380729  1.399050147
## 46  0.39883104 -0.816939282 0.57352518 -0.460822438  1.063870421
## 47  0.66218114 -0.406572451 0.67336418 -0.378729852  0.239246925
## 48  0.74393360 -0.079563173 0.90458314  0.241526051  0.950322296
## 49  0.61217458 -0.410943412 0.77510798 -0.107889373  1.004356638
## 50  0.23449992 -1.554851172 0.24341048 -1.539986660  1.258618432
## 51  0.56048039 -0.458920245 0.49220580 -0.441565250  1.070853724
## 52  0.92596912  0.110125730 1.37581480  0.732933849  0.404517123
## 53  2.77952532  1.871303086 2.88253371  1.928532896 -1.611451936
## 54  1.98387423  1.473280178 1.85739181  1.318346469 -1.714030653
## 55  0.07286797 -2.103125437 0.05177104 -2.258857909  1.420898118
## 56  0.43580164 -0.972559010 0.51919497 -0.735974066  1.008642990
## 57  0.89171949  0.096747837 1.02093923  0.272175151  0.296771040
## 58  1.20184869  0.503032482 1.48767060  0.844377622 -0.075891792
## 59  0.14442997 -1.691670504 0.11540159 -1.974643332  1.021035232
## 60  0.11919858 -1.921788565 0.18035335 -1.715493640  1.206304836
## 61  0.78220602 -0.186460803 0.89000729  0.024271506 -0.020522735
## 62  0.32769842 -1.030551444 0.21101953 -1.526115469  0.447382615
## 63  1.66558854  1.081437312 1.70132321  1.104533840 -0.576282691
## 64  0.88939174  0.015798838 0.79882857 -0.135109032  0.610508984
## 65  1.02135696  0.263630181 1.15303692  0.440988297  0.068447485
## 66  0.39210569 -0.882407811 0.64819783 -0.367564349  0.860585457
## 67  0.82004951 -0.006379653 1.07797681  0.382704347  0.822111739
## 68  1.57309392  0.889524723 2.09026206  1.323948733 -0.249314177
## 69  0.28012534 -1.317872563 0.29696568 -1.230940935  1.338737913
## 70  3.05963415  2.442331169 3.10795952  2.435276560 -3.054290318
## 71  0.14096846 -1.733303276 0.18491877 -1.518299139  1.080928950
## 72  0.75821442 -0.236468571 0.74591875 -0.245826150 -0.050744985
## 73  1.06960053  0.330111328 1.60533744  0.990194487 -0.048621406
## 74  0.71723639 -0.230149506 0.56083174 -0.574475307  0.063965931
## 75  1.67354622  1.112891578 1.83982899  1.274066967 -1.043887059
## 76  0.13526979 -2.212627395 0.12289601 -2.223634012  1.272885926
## 77  0.35386331 -0.934426419 0.51944530 -0.583225443  1.132591761
## 78  2.44946585  1.925989854 2.09854085  1.559865038 -2.618191351
## 79  1.04023228  0.307742266 0.91574792  0.148271757 -0.275598341
## 80  0.84607468 -0.046450193 0.92557339  0.090373975  0.026842349
## 81  0.10605416 -2.092207094 0.14660566 -1.931380729  1.399050147
## 82  0.07428214 -2.188055059 0.05860843 -2.300872689  1.366160839
## 83  0.14882124 -1.648229444 0.14888093 -1.671533500  0.971444016
## 84  0.16779611 -2.007096849 0.15360150 -2.019817884  1.169134437
## 85  0.09093175 -2.524039557 0.07681553 -2.566546511  1.307869254
## 86  0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 87  2.01925198  1.315120798 2.87447008  1.806213711 -1.210426647
## 88  0.56048039 -0.458920245 0.49220580 -0.441565250  1.070853724
## 89  0.49131933 -0.845196939 0.51972678 -0.745244531 -0.159377444
## 90  1.15978339  0.452222672 1.74580983  1.086220358  0.263905565
## 91  0.10605416 -2.092207094 0.14660566 -1.931380729  1.399050147
## 92  0.73927877 -0.270397778 0.84242246 -0.062668890 -0.140347902
## 93  0.46733162 -0.608740406 0.54802422 -0.429214850  0.935571712
## 94  0.98387693  0.183018519 1.10582514  0.373443673  0.302771057
## 95  0.50144430 -0.768219970 0.44358463 -0.885660945  0.137313264
## 96  0.74393360 -0.079563173 0.90458314  0.241526051  0.950322296
## 97  0.06919952 -2.516458220 0.05705531 -2.663271109  0.842752498
## 98  3.13845979  2.322505684 2.35021356  1.738721943 -3.821655354
## 99  1.64245976  1.088549574 1.75120549  1.199996688 -0.714668099
## 100 1.35510303  0.678070154 1.67140465  0.941900039 -0.469561955
## 101 1.25510647  0.572115796 1.52155180  0.899965299 -0.240017099
## 102 0.18579120 -1.506909400 0.18860806 -1.606046779  1.095123032
## 103 2.43431470  1.686849667 2.64553862  1.920705576 -1.336235563
## 104 0.63725020 -0.450486119 0.88576918  0.023350093  0.154291336
## 105 0.95343166  0.152867062 0.73991702 -0.192448371 -0.186224900
## 106 0.91485701  0.129773794 0.84481854  0.011669073  0.097940900
## 107 0.66027042 -0.251221418 0.58735704 -0.370344718  0.670313168
## 108 0.07286797 -2.103125437 0.05177104 -2.258857909  1.420898118
## 109 0.81428155 -0.032452131 1.06097109  0.315612717  0.546264839
## 110 0.33101883 -1.075109761 0.34786126 -1.011730076  0.622407331
## 111 0.88540917  0.087555645 0.90384638  0.109205493  0.454001340
## 112 0.34938889 -0.949190586 0.24850542 -1.333809756  0.975383781
## 113 0.35340352 -0.934856207 0.49077623 -0.598460090  0.919214076
## 114 0.94007734  0.120203517 0.76428034 -0.188304631  0.392848588
## 115 0.11818187 -2.299226373 0.11220920 -2.267270977  1.208467917
## 116 0.07286797 -2.103125437 0.05177104 -2.258857909  1.420898118
## 117 2.59477504  1.770376111 2.49725374  1.767235459 -1.468285410
## 118 0.67176434 -0.259874657 0.78405925 -0.101416903  0.771072972
## 119 1.31694865  0.636485982 0.80543316 -0.062646716 -0.718677679
## 120 0.20220527 -1.563547359 0.18057460 -1.630375836  1.330703132
## 121 0.38022774 -1.166732354 0.34170783 -1.254427708  1.152584420
## 122 0.11919858 -1.921788565 0.18035335 -1.715493640  1.206304836
## 123 0.18592096 -1.617510145 0.24468811 -1.461708902  1.443136529
## 124 0.74535550 -0.130745490 1.19286041  0.494216891  0.787280041
## 125 1.47935990  0.863156139 1.35172684  0.708523776 -0.459406401
## 126 1.19138361  0.490732679 1.34645318  0.688977425 -0.259904655
## 127 0.86269469 -0.013089364 0.84235050 -0.049913905  0.472669663
## 128 1.52346713  0.878970630 1.97606421  1.316349704 -0.586565007
## 129 0.64331119 -0.471254503 0.71754843 -0.300381144  0.557844171
## 130 0.15096376 -2.027824323 0.17720540 -1.828711531  0.837348041
## 131 1.13708485  0.421643088 1.76542943  1.151222368  0.050666359
## 132 0.36916361 -1.046523748 0.54412847 -0.626843664  1.209439837
## 133 2.70512312  1.952531829 3.17870318  2.263450912 -1.906861265
## 134 0.36986567 -0.997494753 0.25498071 -1.432632906  0.325372246
## 135 0.09093175 -2.524039557 0.07681553 -2.566546511  1.307869254
## 136 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 137 0.32967320 -1.175001415 0.36430609 -1.101478870  0.726383186
## 138 0.11919858 -1.921788565 0.18035335 -1.715493640  1.206304836
## 139 0.90611139  0.075539036 1.05727061  0.308783740  0.073473245
## 140 0.68106092 -0.216025962 0.50415679 -0.335029000  0.670780184
## 141 0.68106092 -0.216025962 0.50415679 -0.335029000  0.670780184
## 142 0.25623414 -1.569528083 0.28651432 -1.402664832  1.172518610
## 143 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 144 0.56497844 -0.403719685 0.40010738 -0.481630875  0.999626382
## 145 1.31759415  0.664801293 1.53894348  0.925830125 -0.180645434
## 146 0.70355577 -0.198646530 0.64722132 -0.323312472  0.448635056
## 147 0.28240105 -1.508133627 0.33804249 -1.265774365  0.965861652
## 148 0.27895507 -1.204195120 0.33258654 -1.124913347  1.086552451
## 149 0.80578433 -0.033072821 1.35254086  0.682910425  0.232721105
## 150 0.14085614 -2.162750930 0.15487341 -2.034809996  0.482979434
## 151 0.75722654 -0.154685557 0.77002383 -0.155603274  0.287921628
## 152 0.76970493 -0.175409047 0.58006180 -0.566335502 -0.026694432
## 153 0.18592096 -1.617510145 0.24468811 -1.461708902  1.443136529
## 154 0.18592096 -1.617510145 0.24468811 -1.461708902  1.443136529
## 155 0.28012534 -1.317872563 0.29696568 -1.230940935  1.338737913
## 156 0.16779611 -2.007096849 0.15360150 -2.019817884  1.169134437
## 157 1.53660000  0.937180723 1.52684356  0.926772802 -0.319993525
## 158 2.13855617  1.561231017 1.81606000  1.246670087 -1.452931114
## 159 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 160 4.77045969  3.524229140 4.32368717  3.228644154 -7.563717192
## 161 0.22506604 -1.642471303 0.22030358 -1.662753304  0.630246813
## 162 0.21452214 -1.590064994 0.18334836 -1.686448849  1.208763336
## 163 0.14442997 -1.691670504 0.11540159 -1.974643332  1.021035232
## 164 1.56636744  0.905935339 1.55106805  0.914519251 -0.592941615
## 165 1.78372048  1.256791753 1.82597147  1.284662018 -1.055298459
## 166 0.07286797 -2.103125437 0.05177104 -2.258857909  1.420898118
## 167 1.65938188  1.111408612 1.48890673  0.894016942 -0.590975117
## 168 0.54467734 -0.493739652 0.39604763 -0.669449416  0.926274946
## 169 0.30978075 -1.374540416 0.32407120 -1.278137041  1.129170037
## 170 0.19516952 -1.876282482 0.20165512 -1.785986720  0.601846481
## 171 1.59485059  0.922915994 1.85299110  1.157224711 -1.005510335
## 172 0.16779611 -2.007096849 0.15360150 -2.019817884  1.169134437
## 173 0.19692212 -1.679351734 0.19241902 -1.656908851  1.285623270
## 174 0.02602518 -3.103114994 0.02995804 -2.951673911  1.468566954
## 175 0.79717143  0.066599187 1.20529309  0.516352953  0.827263374
## 176 2.98740789  2.183068379 3.20053390  2.300314028 -2.683381994
## 177 0.07286797 -2.103125437 0.05177104 -2.258857909  1.420898118
## 178 0.34938889 -0.949190586 0.24850542 -1.333809756  0.975383781
## 179 0.30862406 -0.930834698 0.13677424 -1.477504449  1.098728086
## 180 1.07775704  0.328781958 1.25076416  0.579943086  0.039037297
## 181 0.30894750 -1.371562078 0.33334576 -1.241852866  1.319945345
## 182 0.38127308 -0.960947879 0.44801850 -0.837818676  0.892574733
## 183 0.25623414 -1.569528083 0.28651432 -1.402664832  1.172518610
## 184 0.56553876 -0.595358047 0.66401471 -0.387000728  0.883192609
## 185 0.36535162 -1.188563748 0.45625739 -0.901313591  0.512601782
## 186 1.58831191  0.921425675 1.19925448  0.500404061 -0.931241937
## 187 0.49346131 -0.529083600 0.32443447 -0.888281684  0.662695231
## 188 0.44333351 -0.711290396 0.47209155 -0.631310092  0.692809086
## 189 0.13526979 -2.212627395 0.12289601 -2.223634012  1.272885926
## 190 0.27421012 -1.296615944 0.30334242 -1.177339135  0.909472859
## 191 0.46938570 -0.902926409 0.51453124 -0.752433095  1.085359992
## 192 0.36916361 -1.046523748 0.54412847 -0.626843664  1.209439837
## 193 1.58640594  0.956316347 1.74873988  1.149311027 -0.954063259
## 194 0.54844618 -0.671320383 0.55331824 -0.649160889  0.781320615
## 195 0.30978075 -1.374540416 0.32407120 -1.278137041  1.129170037
## 196 1.76331026  1.088382258 2.81374603  1.968218112 -0.772695992
## 197 0.17219342 -1.825830110 0.13534202 -2.053470609  0.622367455
## 198 0.14529503 -1.709933012 0.10944879 -2.043323068  0.826493103
## 199 0.04951869 -2.826144834 0.05148521 -2.719818339  1.519002989
## 200 0.79717143  0.066599187 1.20529309  0.516352953  0.827263374
## 201 2.25826597  1.694906723 2.18724931  1.625649945 -1.928466053
## 202 0.56497844 -0.403719685 0.40010738 -0.481630875  0.999626382
## 203 0.90611139  0.075539036 1.05727061  0.308783740  0.073473245
## 204 0.40285832 -1.000529571 0.47313949 -0.821121649  0.707118500
## 205 0.48435047 -0.863856445 0.50056912 -0.793803765  1.207630755
## 206 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 207 0.70355577 -0.198646530 0.64722132 -0.323312472  0.448635056
## 208 0.12879770 -2.077591822 0.15572384 -1.871559931  1.478548280
## 209 6.28850856  4.178550872 6.15069631  4.129930428 -8.616700035
## 210 1.53916155  0.964460420 1.71501868  1.159774783 -0.596695965
## 211 2.46154158  1.660687763 2.25300321  1.509956910 -1.870058247
## 212 0.67994250 -0.244337550 0.63140586 -0.326768209  0.124134683
## 213 0.35386331 -0.934426419 0.51944530 -0.583225443  1.132591761
## 214 0.81428155 -0.032452131 1.06097109  0.315612717  0.546264839
## 215 0.14882124 -1.648229444 0.14888093 -1.671533500  0.971444016
## 216 1.53329069  0.876306149 2.26090341  1.598822854 -0.490662065
## 217 0.30253894 -1.267558672 0.31718088 -1.186806165  0.639467471
## 218 0.82004951 -0.006379653 1.07797681  0.382704347  0.822111739
## 219 0.71549485 -0.291972445 0.69664256 -0.327954199  0.707525296
## 220 0.64971813 -0.323187113 0.73350118 -0.168290687  0.476945652
## 221 0.62922770 -0.493326982 0.63689517 -0.464471395  0.467137004
## 222 0.88939174  0.015798838 0.79882857 -0.135109032  0.610508984
## 223 1.35900145  0.682759170 1.26457368  0.572744015 -0.340802491
## 224 0.38205548 -0.873763606 0.44613132 -0.709982711  1.104703073
## 225 0.15096376 -2.027824323 0.17720540 -1.828711531  0.837348041
## 226 1.79637297  1.171262176 1.40131162  0.760152930 -1.309335462
## 227 0.86938099 -0.013200553 0.74594215 -0.236695464  0.236145352
## 228 0.09093175 -2.524039557 0.07681553 -2.566546511  1.307869254
## 229 0.58450344 -0.455745557 0.65923947 -0.351301781  0.843286513
## 230 0.24282316 -1.340425822 0.29063057 -1.165907115  1.378349866
## 231 0.15973032 -1.606540570 0.15106120 -1.750598764  1.328933866
## 232 0.07286797 -2.103125437 0.05177104 -2.258857909  1.420898118
## 233 0.33065094 -1.008337317 0.21785206 -1.472642132  0.655604564
## 234 0.53802129 -0.527538268 0.54566566 -0.568892127  0.671848302
## 235 2.73562470  2.111107841 2.64960017  1.999308121 -2.847836554
## 236 1.08598495  0.339781003 0.96988740  0.156814573  0.306440229
## 237 1.75116149  1.076723978 1.86726472  1.206799655 -0.693711746
## 238 0.43580164 -0.972559010 0.51919497 -0.735974066  1.008642990
## 239 0.32563124 -1.094239277 0.35636282 -0.990248473  0.971202500
## 240 0.11818187 -2.299226373 0.11220920 -2.267270977  1.208467917
## 241 0.06919952 -2.516458220 0.05705531 -2.663271109  0.842752498
## 242 0.43888418 -0.724352855 0.54691026 -0.430454134  1.185357112
## 243 2.17710088  1.556784065 2.28262224  1.676431529 -1.062317279
## 244 0.81548709 -0.008803059 1.38138589  0.701397752  0.351791401
## 245 2.47787452  1.695378637 2.33118874  1.647909705 -1.744774474
## 246 0.11919858 -1.921788565 0.18035335 -1.715493640  1.206304836
## 247 0.75821442 -0.236468571 0.74591875 -0.245826150 -0.050744985
## 248 0.22843809 -1.579260627 0.27965661 -1.341908525  0.971073179
## 249 0.84385169 -0.038913402 0.89899303  0.050813130 -0.138468533
## 250 0.52056881 -0.705838639 0.47113552 -0.799142213  0.817953225
## 251 1.29228208  0.635736877 1.28481763  0.620525328 -0.153982457
## 252 0.99254199  0.237390662 0.65576803 -0.261087934  0.165330593
## 253 0.74535550 -0.130745490 1.19286041  0.494216891  0.787280041
## 254 0.48213829 -0.594358563 0.29092868 -0.767146707  0.793320048
## 255 0.04951869 -2.826144834 0.05148521 -2.719818339  1.519002989
## 256 1.52346713  0.878970630 1.97606421  1.316349704 -0.586565007
## 257 0.02364591 -2.850010976 0.01971883 -3.065290054  1.034394642
## 258 0.58637364 -0.452607833 0.83723457 -0.030730885  0.812332857
## 259 0.73951304 -0.247190711 0.88335614  0.026638950  0.239005708
## 260 0.36840487 -0.888511466 0.59365933 -0.386045758  0.998784222
## 261 0.64284371 -0.452388850 0.64642000 -0.437854016 -0.041997203
## 262 0.75164280 -0.226637314 0.72097223 -0.282696588 -0.280714868
## 263 0.15633049 -2.035267243 0.17438898 -1.875693672  0.897759431
## 264 0.41877512 -1.042584834 0.37869729 -1.133840037  0.586519451
## 265 0.40285832 -1.000529571 0.47313949 -0.821121649  0.707118500
## 266 0.79743483 -0.043625229 0.60139334 -0.243522779  0.527842318
## 267 0.53771159 -0.515223328 0.52951365 -0.526335513  0.722415734
## 268 0.02602518 -3.103114994 0.02995804 -2.951673911  1.468566954
## 269 0.56553876 -0.595358047 0.66401471 -0.387000728  0.883192609
## 270 2.30593601  1.548037030 2.82858415  1.995595732 -2.315269721
## 271 0.49807181 -0.592430321 0.46913372 -0.709426849  0.588483480
## 272 0.19516952 -1.876282482 0.20165512 -1.785986720  0.601846481
## 273 0.35386331 -0.934426419 0.51944530 -0.583225443  1.132591761
## 274 1.39169352  0.775970026 1.34747928  0.712084881 -0.229576247
## 275 0.07286797 -2.103125437 0.05177104 -2.258857909  1.420898118
## 276 0.58637364 -0.452607833 0.83723457 -0.030730885  0.812332857
## 277 0.78218446 -0.167036867 0.76702191 -0.179817740  0.589180695
## 278 0.47290666 -0.880709293 0.55863207 -0.633667663  0.853962815
## 279 0.15633049 -2.035267243 0.17438898 -1.875693672  0.897759431
## 280 1.84545802  1.257045313 2.09883803  1.480942794 -0.672507479
## 281 0.82888739 -0.093302631 0.83456987 -0.075149794  0.796026987
## 282 1.44929529  0.826271780 1.40879378  0.769206263 -0.994719493
## 283 1.59115939  0.921295475 2.08188230  1.235509933 -0.448234047
## 284 0.21015049 -1.387548294 0.17501065 -1.558043027  1.023898357
## 285 0.56941802 -0.479403483 0.46415433 -0.772311008  0.600634145
## 286 0.44579690 -0.632120468 0.31598188 -0.915692138  1.075704005
## 287 0.46938570 -0.902926409 0.51453124 -0.752433095  1.085359992
## 288 3.05966677  2.446476295 3.31477308  2.588070702 -3.320843741
## 289 0.19970055 -1.735643361 0.18170712 -1.829274837  1.075074308
## 290 2.17288566  1.438723317 1.89725164  1.218446821 -1.841633673
## 291 0.07286797 -2.103125437 0.05177104 -2.258857909  1.420898118
## 292 0.38205548 -0.873763606 0.44613132 -0.709982711  1.104703073
## 293 0.61217458 -0.410943412 0.77510798 -0.107889373  1.004356638
## 294 0.73083926 -0.236416885 0.79110462 -0.113993571  0.442886344
## 295 0.41705328 -0.986953232 0.34866427 -1.151824303  0.816073543
## 296 0.17219342 -1.825830110 0.13534202 -2.053470609  0.622367455
## 297 0.08195270 -2.093608689 0.08158463 -2.080606580  1.539235047
## 298 1.21297591  0.526417852 0.97955894  0.178179822 -0.502326011
## 299 0.10605416 -2.092207094 0.14660566 -1.931380729  1.399050147
## 300 0.61217458 -0.410943412 0.77510798 -0.107889373  1.004356638
## 301 1.35510303  0.678070154 1.67140465  0.941900039 -0.469561955
## 302 0.62934734 -0.462296888 0.69110226 -0.315594217  0.382527075
## 303 0.43417508 -0.958990935 0.50241095 -0.746351210  1.295468826
## 304 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 305 0.65153044 -0.314412922 0.41709978 -0.804443547  0.254097503
## 306 1.02849789  0.284327774 1.19789143  0.498149620  0.208516436
## 307 0.80142314 -0.110835331 0.80529634 -0.110297770  0.450367382
## 308 0.63356578 -0.346216517 0.94335046  0.142956673  0.935515281
## 309 0.77143704 -0.050364528 0.82661585  0.041082536  0.491998915
## 310 1.53660000  0.937180723 1.52684356  0.926772802 -0.319993525
## 311 1.35314597  0.708982808 1.53161735  0.914950552 -0.265515809
## 312 0.79717143  0.066599187 1.20529309  0.516352953  0.827263374
## 313 0.19398113 -1.688100501 0.17106863 -1.839580752  0.824897127
## 314 1.15978339  0.452222672 1.74580983  1.086220358  0.263905565
## 315 0.63656794 -0.489325907 0.62274979 -0.501803601  0.912789589
## 316 0.68058520 -0.277988654 0.94626076  0.142397589  0.513661378
## 317 0.16514310 -1.920674303 0.19827522 -1.703995190  1.509215861
## 318 3.18493399  2.150768360 2.57928967  1.729717852 -2.898492509
## 319 0.15973032 -1.606540570 0.15106120 -1.750598764  1.328933866
## 320 0.48435047 -0.863856445 0.50056912 -0.793803765  1.207630755
## 321 0.31370100 -1.328497332 0.41276812 -1.007981753  1.182212746
## 322 3.13407411  2.197345049 3.51257518  2.419794835 -2.230110316
## 323 1.19881933  0.502661687 1.35406931  0.696130130  0.050577202
## 324 1.11656496  0.398586039 1.39982869  0.712849433  0.180091004
## 325 1.53491641  0.955579230 1.99201969  1.452500977 -0.987920378
## 326 0.32591716 -1.015224851 0.16246105 -1.407480030  0.990484647
## 327 1.50994475  0.843172476 1.43158426  0.774572101 -0.497613428
## 328 0.18579120 -1.506909400 0.18860806 -1.606046779  1.095123032
## 329 0.39949330 -1.034648533 0.47270976 -0.833993687  0.625160301
## 330 1.12648378  0.402537928 1.05373275  0.293848438 -0.624913403
## 331 2.00146840  1.440171486 2.15791274  1.592532258 -1.346917662
## 332 0.56644447 -0.623548353 0.60115937 -0.518582591  0.572476607
## 333 0.68016957 -0.391823323 0.70099149 -0.334128204  1.077148192
## 334 0.18592096 -1.617510145 0.24468811 -1.461708902  1.443136529
## 335 0.90611139  0.075539036 1.05727061  0.308783740  0.073473245
## 336 1.01832499  0.283390354 0.90626052  0.142905050 -0.333671472
## 337 1.35983162  0.712704362 1.29183546  0.622671957 -0.448192027
## 338 0.30698884 -1.404254621 0.25627580 -1.560798544  1.290982856
## 339 1.53897151  0.953457271 1.63137620  1.057117688 -0.737473362
## 340 0.43417508 -0.958990935 0.50241095 -0.746351210  1.295468826
## 341 0.82004951 -0.006379653 1.07797681  0.382704347  0.822111739
## 342 0.71549485 -0.291972445 0.69664256 -0.327954199  0.707525296
## 343 0.44978252 -0.958612862 0.52655960 -0.728183359  0.682337094
## 344 0.69180519 -0.160792348 0.65186018 -0.207684468  0.881249298
## 345 1.14666791  0.442973591 1.55072236  0.845823064  0.065370445
## 346 1.76141606  1.092551938 1.40353499  0.747635843 -1.266043855
## 347 0.42356387 -0.992329400 0.36969767 -1.111630601  0.864279100
## 348 0.36986567 -0.997494753 0.25498071 -1.432632906  0.325372246
## 349 2.90567787  2.286946663 3.00952563  2.316884757 -2.624492981
## 350 0.10605416 -2.092207094 0.14660566 -1.931380729  1.399050147
## 351 0.15096376 -2.027824323 0.17720540 -1.828711531  0.837348041
## 352 0.18579120 -1.506909400 0.18860806 -1.606046779  1.095123032
## 353 0.31175344 -1.398736750 0.30156721 -1.390824595  1.147693332
## 354 1.64945350  1.102713193 1.48386355  0.887029553 -1.146999431
## 355 0.36535162 -1.188563748 0.45625739 -0.901313591  0.512601782
## 356 1.12079146  0.395938547 1.09680822  0.360686175 -0.420463179
## 357 1.37986601  0.758141024 1.50875413  0.908917771 -0.617715871
## 358 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 359 0.14882124 -1.648229444 0.14888093 -1.671533500  0.971444016
## 360 0.43888418 -0.724352855 0.54691026 -0.430454134  1.185357112
## 361 0.80142314 -0.110835331 0.80529634 -0.110297770  0.450367382
## 362 1.26897872  0.581322480 1.61795831  0.946951967 -0.078558878
## 363 3.66610055  2.495565342 4.21753324  2.786704605 -3.482300520
## 364 0.41706534 -0.799954909 0.65220836 -0.350055519  1.007790210
## 365 0.19692212 -1.679351734 0.19241902 -1.656908851  1.285623270
## 366 2.04782099  1.336730272 1.95418748  1.279066246 -1.533948539
## 367 0.24050967 -1.657599888 0.27016939 -1.484855600  1.257673461
## 368 0.35295546 -1.256467689 0.35240408 -1.218689322  1.116906091
## 369 1.03667579  0.299432718 1.09369831  0.403553674 -0.175609483
## 370 0.49697044 -0.594112275 0.98472744  0.242175256  0.920681464
## 371 2.00622965  1.301700000 1.51309127  0.854134222 -1.304177553
## 372 0.29320116 -1.262391526 0.29184739 -1.238882178  1.270048897
## 373 0.57209723 -0.440348466 0.28031309 -0.990740748  0.417765156
## 374 0.21452214 -1.590064994 0.18334836 -1.686448849  1.208763336
## 375 0.86700102 -0.027670462 1.06690738  0.312061905  0.093438919
## 376 1.97961195  1.286393363 2.56707947  1.741863310 -1.392622772
## 377 0.11919858 -1.921788565 0.18035335 -1.715493640  1.206304836
## 378 0.28240105 -1.508133627 0.33804249 -1.265774365  0.965861652
## 379 0.30698884 -1.404254621 0.25627580 -1.560798544  1.290982856
## 380 0.90328359  0.079744680 1.00282680  0.234409931  0.353972839
## 381 0.44291061 -0.822923626 0.45880955 -0.822712826  0.744243141
## 382 0.79717143  0.066599187 1.20529309  0.516352953  0.827263374
## 383 0.37508648 -1.063588220 0.36050599 -1.073843003  0.548106628
## 384 0.81551966 -0.018259019 1.29762238  0.619562195  0.631062703
## 385 0.21452214 -1.590064994 0.18334836 -1.686448849  1.208763336
## 386 1.96443641  1.316960513 1.83029694  1.224735251 -0.944341394
## 387 1.53897151  0.953457271 1.63137620  1.057117688 -0.737473362
## 388 0.18592096 -1.617510145 0.24468811 -1.461708902  1.443136529
## 389 1.49241802  0.854485845 1.43448200  0.800647980 -0.330186568
## 390 0.48213829 -0.594358563 0.29092868 -0.767146707  0.793320048
## 391 0.19398113 -1.688100501 0.17106863 -1.839580752  0.824897127
## 392 0.50662684 -0.720391835 0.55140248 -0.626216266  0.485772560
## 393 0.41341721 -1.065422282 0.47435467 -0.862363366  0.709082392
## 394 0.36986567 -0.997494753 0.25498071 -1.432632906  0.325372246
## 395 0.84607468 -0.046450193 0.92557339  0.090373975  0.026842349
## 396 0.38127308 -0.960947879 0.44801850 -0.837818676  0.892574733
## 397 0.58637364 -0.452607833 0.83723457 -0.030730885  0.812332857
## 398 1.72658816  1.164480033 1.80318939  1.244056955 -0.475008242
## 399 0.12450997 -1.792032078 0.17262466 -1.546541383  1.287950121
## 400 1.93978284  1.260822255 1.77953779  1.152691950 -1.515346632
## 401 0.54802487 -0.485426409 0.61443208 -0.384722743  0.790636482
## 402 0.67357970 -0.250236355 0.36930756 -0.889757227  0.417883474
## 403 2.08440784  1.569994020 1.85307448  1.303621408 -1.890091106
## 404 1.58640594  0.956316347 1.74873988  1.149311027 -0.954063259
## 405 0.14882124 -1.648229444 0.14888093 -1.671533500  0.971444016
## 406 0.56497844 -0.403719685 0.40010738 -0.481630875  0.999626382
## 407 0.33637376 -1.128486208 0.37669968 -1.051686258  0.942044519
## 408 1.14690543  0.432502797 1.22500479  0.539249442 -0.079670052
## 409 0.23449992 -1.554851172 0.24341048 -1.539986660  1.258618432
## 410 0.27421012 -1.296615944 0.30334242 -1.177339135  0.909472859
## 411 0.11038902 -2.378800405 0.11670372 -2.275280485  1.042344336
## 412 0.23449992 -1.554851172 0.24341048 -1.539986660  1.258618432
## 413 0.13526979 -2.212627395 0.12289601 -2.223634012  1.272885926
## 414 0.45617871 -0.926662707 0.38305272 -1.115343080  1.006261487
## 415 0.02602518 -3.103114994 0.02995804 -2.951673911  1.468566954
## 416 0.24282316 -1.340425822 0.29063057 -1.165907115  1.378349866
## 417 1.03667579  0.299432718 1.09369831  0.403553674 -0.175609483
## 418 2.26491076  1.676612173 2.42294598  1.783680731 -1.585209682
## 419 0.95330748  0.134278883 1.10917870  0.377434373  0.235193203
## 420 0.63656794 -0.489325907 0.62274979 -0.501803601  0.912789589
## 421 0.54467734 -0.493739652 0.39604763 -0.669449416  0.926274946
## 422 0.74393360 -0.079563173 0.90458314  0.241526051  0.950322296
## 423 0.84362349  0.022260168 1.22396222  0.531853877  0.372079275
## 424 0.60508434 -0.297696989 0.60575158 -0.276830846  0.625639102
## 425 0.28012534 -1.317872563 0.29696568 -1.230940935  1.338737913
## 426 0.52827473 -0.590213207 0.57274495 -0.484618348  0.851292507
## 427 0.49930270 -0.586678984 0.46728731 -0.697017596  0.937667885
## 428 1.31706527  0.655689132 1.52885813  0.899191901 -0.840627349
## 429 2.69301251  2.039777228 3.09625112  2.304150433 -1.862528969
## 430 0.41341721 -1.065422282 0.47435467 -0.862363366  0.709082392
## 431 0.52689813 -0.526006119 0.54778175 -0.477279139  0.957807435
## 432 1.99984085  1.317294898 1.33021255  0.665279651 -2.814684644
## 433 0.19528530 -1.605392108 0.18449880 -1.623449150  1.389239896
## 434 1.78986010  1.135609967 2.00056418  1.321434773 -1.097628193
## 435 0.25623414 -1.569528083 0.28651432 -1.402664832  1.172518610
## 436 0.18579120 -1.506909400 0.18860806 -1.606046779  1.095123032
## 437 0.79425928 -0.072911148 0.90035094  0.073386527  0.144552326
## 438 0.15973032 -1.606540570 0.15106120 -1.750598764  1.328933866
## 439 0.37162199 -0.898195553 0.28646229 -1.229733166  0.727720510
## 440 0.04951869 -2.826144834 0.05148521 -2.719818339  1.519002989
## 441 0.30894750 -1.371562078 0.33334576 -1.241852866  1.319945345
## 442 3.39848538  2.678917802 3.36348958  2.615627897 -3.694085397
## 443 0.58637364 -0.452607833 0.83723457 -0.030730885  0.812332857
## 444 1.33960957  0.676459009 1.86346688  1.266137965 -0.254236166
## 445 0.36092895 -1.228457378 0.34988194 -1.227567283  0.567375916
## 446 0.02708229 -3.242918283 0.03381892 -3.066817600  1.185880942
## 447 1.99441699  1.450225652 2.12130843  1.545870985 -1.705210741
## 448 1.37282655  0.751006417 1.53187430  0.939877297 -0.729074010
## 449 0.64632884 -0.322257084 0.52221623 -0.627964596  0.045294670
## 450 0.63356578 -0.346216517 0.94335046  0.142956673  0.935515281
## 451 0.08195270 -2.093608689 0.08158463 -2.080606580  1.539235047
## 452 0.49697044 -0.594112275 0.98472744  0.242175256  0.920681464
## 453 0.65903206 -0.336389902 0.87690959  0.027060278  0.523984617
## 454 0.04951869 -2.826144834 0.05148521 -2.719818339  1.519002989
## 455 0.60455050 -0.566285243 0.77887816 -0.181779665  0.321722277
## 456 0.56497844 -0.403719685 0.40010738 -0.481630875  0.999626382
## 457 1.14799944  0.433968114 1.30281725  0.637872059 -0.027673145
## 458 1.93955295  1.243256010 1.62076472  0.892709581 -1.068545977
## 459 0.66027042 -0.251221418 0.58735704 -0.370344718  0.670313168
## 460 0.32954989 -1.242335248 0.29647374 -1.359448463  0.399193109
## 461 2.04901566  1.457879120 1.80875211  1.203784262 -1.531723402
## 462 0.32563124 -1.094239277 0.35636282 -0.990248473  0.971202500
## 463 3.75195873  2.482995380 3.58812187  2.387870636 -2.655666202
## 464 0.34532044 -0.959105589 0.32273225 -0.967812406  1.192009292
## 465 1.61053666  1.046861713 1.30920654  0.660458504 -1.036492175
## 466 0.31851770 -1.206565114 0.34019768 -1.173707963  1.141474647
## 467 0.07286797 -2.103125437 0.05177104 -2.258857909  1.420898118
## 468 0.28240105 -1.508133627 0.33804249 -1.265774365  0.965861652
## 469 0.64632884 -0.322257084 0.52221623 -0.627964596  0.045294670
## 470 0.32967320 -1.175001415 0.36430609 -1.101478870  0.726383186
## 471 1.17402230  0.471666019 1.12276724  0.398064511  0.003219319
## 472 1.01698109  0.266787508 1.38821254  0.731949345  0.425729795
## 473 0.56497844 -0.403719685 0.40010738 -0.481630875  0.999626382
## 474 0.69734859 -0.209035521 0.56792346 -0.473978799  0.597439981
## 475 0.35386331 -0.934426419 0.51944530 -0.583225443  1.132591761
## 476 0.20220527 -1.563547359 0.18057460 -1.630375836  1.330703132
## 477 0.30978075 -1.374540416 0.32407120 -1.278137041  1.129170037
## 478 0.02708229 -3.242918283 0.03381892 -3.066817600  1.185880942
## 479 0.80619121 -0.127568526 0.81921439 -0.089760951  0.639581319
## 480 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 481 0.43888418 -0.724352855 0.54691026 -0.430454134  1.185357112
## 482 0.14529503 -1.709933012 0.10944879 -2.043323068  0.826493103
## 483 1.76795945  1.092414305 1.82679381  1.170869117 -1.313390814
## 484 0.39949330 -1.034648533 0.47270976 -0.833993687  0.625160301
## 485 1.53660000  0.937180723 1.52684356  0.926772802 -0.319993525
## 486 2.46154158  1.660687763 2.25300321  1.509956910 -1.870058247
## 487 2.34845448  1.651250308 2.63442629  1.858412848 -2.096973888
## 488 2.36252447  1.588029202 3.69329806  2.414087551 -1.617042907
## 489 0.65903206 -0.336389902 0.87690959  0.027060278  0.523984617
## 490 1.01871545  0.242138458 1.12085860  0.394889434  0.289694850
## 491 0.35340352 -0.934856207 0.49077623 -0.598460090  0.919214076
## 492 0.77551859 -0.162234648 1.01513808  0.237016069  0.120257085
## 493 2.25848385  1.506674454 1.51034397  0.851994516 -2.025754194
## 494 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 495 2.14863089  1.467722022 2.36630825  1.635817558 -1.123596208
## 496 0.77119684 -0.153771252 0.75716708 -0.191958904  0.033065681
## 497 0.74393360 -0.079563173 0.90458314  0.241526051  0.950322296
## 498 0.98162588  0.216604712 0.82744342 -0.038648642  0.068719649
## 499 0.11919858 -1.921788565 0.18035335 -1.715493640  1.206304836
## 500 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 501 1.78121912  1.223898713 1.50476868  0.904697174 -0.912033430
## 502 0.04951869 -2.826144834 0.05148521 -2.719818339  1.519002989
## 503 1.32178623  0.638586400 1.57354816  0.895186070 -0.280923657
## 504 1.11284973  0.382012609 1.17894224  0.479235749 -0.308255874
## 505 0.58717795 -0.521330912 0.67650575 -0.321054953  1.060544073
## 506 2.55856404  1.933986398 3.09059301  2.359584232 -2.197141293
## 507 0.32516453 -1.104479551 0.35800188 -0.992611510  1.018419809
## 508 0.34532044 -0.959105589 0.32273225 -0.967812406  1.192009292
## 509 2.27231172  1.732169764 2.05224091  1.507559130 -2.452236250
## 510 0.54281640 -0.687463365 0.59340427 -0.557639263  0.756827992
## 511 0.02364591 -2.850010976 0.01971883 -3.065290054  1.034394642
## 512 0.21015049 -1.387548294 0.17501065 -1.558043027  1.023898357
## 513 0.67862619 -0.377924764 0.76509136 -0.188552616  0.416996392
## 514 0.22506604 -1.642471303 0.22030358 -1.662753304  0.630246813
## 515 2.03608544  1.529419642 2.01026766  1.478103608 -1.383251347
## 516 1.68184923  1.086264184 2.07823998  1.499689576 -0.737441694
## 517 0.49930270 -0.586678984 0.46728731 -0.697017596  0.937667885
## 518 0.73835598 -0.142206067 0.71688082 -0.114130397  0.269816521
## 519 1.27011543  0.584387682 1.31707257  0.637745736 -0.155047047
## 520 0.04951869 -2.826144834 0.05148521 -2.719818339  1.519002989
## 521 0.02708229 -3.242918283 0.03381892 -3.066817600  1.185880942
## 522 0.64100050 -0.425199414 0.59893687 -0.493100999  0.318440043
## 523 1.67558377  1.005426699 1.99940256  1.321331582 -0.703711399
## 524 0.56048039 -0.458920245 0.49220580 -0.441565250  1.070853724
## 525 0.58637364 -0.452607833 0.83723457 -0.030730885  0.812332857
## 526 0.34499503 -0.912381596 0.21803343 -1.277242918  0.873016808
## 527 1.99791230  1.297302042 1.67228355  0.957804065 -1.860053727
## 528 1.12648378  0.402537928 1.05373275  0.293848438 -0.624913403
## 529 0.22624476 -1.556550801 0.28479032 -1.367667124  0.936747055
## 530 0.48435047 -0.863856445 0.50056912 -0.793803765  1.207630755
## 531 1.24441325  0.557116466 1.72670619  1.117150992 -0.462145724
## 532 0.79717143  0.066599187 1.20529309  0.516352953  0.827263374
## 533 0.85486399  0.030791241 0.91529774  0.101108454  0.283963183
## 534 0.10605416 -2.092207094 0.14660566 -1.931380729  1.399050147
## 535 0.24050967 -1.657599888 0.27016939 -1.484855600  1.257673461
## 536 1.01477521  0.226349877 1.06636638  0.311213806 -0.037858677
## 537 1.48392356  0.825235979 1.50084150  0.840780383 -0.610016580
## 538 1.99544232  1.344414469 1.60436489  0.988586061 -1.127436315
## 539 1.78372048  1.256791753 1.82597147  1.284662018 -1.055298459
## 540 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 541 0.16779611 -2.007096849 0.15360150 -2.019817884  1.169134437
## 542 0.89171949  0.096747837 1.02093923  0.272175151  0.296771040
## 543 0.67357970 -0.250236355 0.36930756 -0.889757227  0.417883474
## 544 1.47902252  0.811146965 1.56931522  0.873658545 -0.283584853
## 545 1.04980599  0.298108508 1.09736546  0.366547317 -0.225264734
## 546 0.14096846 -1.733303276 0.18491877 -1.518299139  1.080928950
## 547 1.04292170  0.316485838 1.22615428  0.530405597  0.417188855
## 548 0.49226262 -0.759972411 0.54366858 -0.612466921  1.027977661
## 549 0.74393360 -0.079563173 0.90458314  0.241526051  0.950322296
## 550 0.49592061 -0.814193687 0.43623283 -0.956499578  1.174077316
## 551 0.49807181 -0.592430321 0.46913372 -0.709426849  0.588483480
## 552 0.55394645 -0.498047177 0.68518868 -0.243822324  0.910153211
## 553 0.82888739 -0.093302631 0.83456987 -0.075149794  0.796026987
## 554 0.11919858 -1.921788565 0.18035335 -1.715493640  1.206304836
## 555 0.22843809 -1.579260627 0.27965661 -1.341908525  0.971073179
## 556 0.44069906 -0.804992411 0.47429603 -0.708243560  0.520526019
## 557 0.10605416 -2.092207094 0.14660566 -1.931380729  1.399050147
## 558 0.27895507 -1.204195120 0.33258654 -1.124913347  1.086552451
## 559 0.39837814 -1.051073586 0.31568373 -1.268832675  0.814039943
## 560 0.74535550 -0.130745490 1.19286041  0.494216891  0.787280041
## 561 1.55079323  0.981930478 1.58412883  1.010038830 -0.635773707
## 562 0.67357970 -0.250236355 0.36930756 -0.889757227  0.417883474
## 563 0.74393360 -0.079563173 0.90458314  0.241526051  0.950322296
## 564 0.20534186 -1.790668662 0.21575377 -1.716255699  1.075873165
## 565 0.13856540 -1.906376634 0.09966658 -2.103151066  1.243390692
## 566 2.89429627  1.969423933 2.99716616  2.113075041 -1.702879317
## 567 0.66798677 -0.347826847 0.75953862 -0.187661281  0.499179610
## 568 0.18592096 -1.617510145 0.24468811 -1.461708902  1.443136529
## 569 0.63356578 -0.346216517 0.94335046  0.142956673  0.935515281
## 570 0.33637376 -1.128486208 0.37669968 -1.051686258  0.942044519
## 571 1.11188157  0.393680974 0.90844800  0.125756515 -0.194601420
## 572 0.14882124 -1.648229444 0.14888093 -1.671533500  0.971444016
## 573 0.94007734  0.120203517 0.76428034 -0.188304631  0.392848588
## 574 0.36986567 -0.997494753 0.25498071 -1.432632906  0.325372246
## 575 0.02602518 -3.103114994 0.02995804 -2.951673911  1.468566954
## 576 0.16514310 -1.920674303 0.19827522 -1.703995190  1.509215861
## 577 0.96314748  0.182525430 0.89418176  0.061023245  0.130340787
## 578 0.75164280 -0.226637314 0.72097223 -0.282696588 -0.280714868
## 579 0.32516453 -1.104479551 0.35800188 -0.992611510  1.018419809
## 580 0.38174108 -1.072902665 0.30337537 -1.281751945  0.779835647
## 581 1.13002959  0.415435809 0.90342325  0.132795332  0.136609446
## 582 0.75164280 -0.226637314 0.72097223 -0.282696588 -0.280714868
## 583 0.76970493 -0.175409047 0.58006180 -0.566335502 -0.026694432
## 584 0.94235702  0.165126023 1.16010032  0.452369146  0.474699232
## 585 0.23449992 -1.554851172 0.24341048 -1.539986660  1.258618432
## 586 1.39553769  0.780781212 1.48884847  0.887516693 -0.201582164
## 587 0.15973032 -1.606540570 0.15106120 -1.750598764  1.328933866
## 588 1.13644162  0.419590455 1.13438978  0.415356561 -0.025426550
## 589 0.27895507 -1.204195120 0.33258654 -1.124913347  1.086552451
## 590 0.76061876 -0.138710651 0.67343370 -0.285927749 -0.161962705
## 591 0.91485701  0.129773794 0.84481854  0.011669073  0.097940900
## 592 0.25999380 -1.371910295 0.25212466 -1.459370294  0.745995543
## 593 0.83166982 -0.081748199 1.05522052  0.295311227  0.143535259
## 594 0.16514310 -1.920674303 0.19827522 -1.703995190  1.509215861
## 595 0.08195270 -2.093608689 0.08158463 -2.080606580  1.539235047
## 596 0.63356578 -0.346216517 0.94335046  0.142956673  0.935515281
## 597 0.18579120 -1.506909400 0.18860806 -1.606046779  1.095123032
## 598 0.30698884 -1.404254621 0.25627580 -1.560798544  1.290982856
## 599 0.40372350 -0.811364109 0.59383549 -0.444138979  0.857477265
## 600 0.13526979 -2.212627395 0.12289601 -2.223634012  1.272885926
## 601 0.22624476 -1.556550801 0.28479032 -1.367667124  0.936747055
## 602 0.16252919 -1.656392723 0.21059492 -1.558335349  1.316698595
## 603 0.61217458 -0.410943412 0.77510798 -0.107889373  1.004356638
## 604 0.46479232 -0.761549017 0.68116234 -0.325605758  1.227368165
## 605 0.11818187 -2.299226373 0.11220920 -2.267270977  1.208467917
## 606 0.63725020 -0.450486119 0.88576918  0.023350093  0.154291336
## 607 0.19970055 -1.735643361 0.18170712 -1.829274837  1.075074308
## 608 0.71802918 -0.173827059 0.95674613  0.186483842  0.741266385
## 609 0.54802487 -0.485426409 0.61443208 -0.384722743  0.790636482
## 610 0.25999380 -1.371910295 0.25212466 -1.459370294  0.745995543
## 611 1.64513680  1.078126971 1.65582270  1.072870866 -1.249551077
## 612 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 613 0.24282316 -1.340425822 0.29063057 -1.165907115  1.378349866
## 614 3.09801423  2.350433086 2.66127239  2.024297224 -3.524379778
## 615 0.52340415 -0.422429389 0.41009760 -0.621383556  0.959970889
## 616 0.67357970 -0.250236355 0.36930756 -0.889757227  0.417883474
## 617 0.16252919 -1.656392723 0.21059492 -1.558335349  1.316698595
## 618 1.33877827  0.700831674 1.21085961  0.522496897 -0.245222687
## 619 0.24653049 -1.588440953 0.33001849 -1.267103805  0.690360318
## 620 1.35983162  0.712704362 1.29183546  0.622671957 -0.448192027
## 621 1.66178976  0.993307219 2.40286570  1.572306892 -0.439016333
## 622 0.44333351 -0.711290396 0.47209155 -0.631310092  0.692809086
## 623 0.67357970 -0.250236355 0.36930756 -0.889757227  0.417883474
## 624 0.73561407 -0.144510980 1.25049960  0.561527330  0.548955827
## 625 1.22040777  0.541613426 1.35256295  0.719602702  0.006941657
## 626 0.74393360 -0.079563173 0.90458314  0.241526051  0.950322296
## 627 0.49930270 -0.586678984 0.46728731 -0.697017596  0.937667885
## 628 1.42912788  0.803776677 1.74879232  1.174175827 -0.684218841
## 629 1.05876575  0.327280006 1.18461655  0.493979825  0.295962032
## 630 0.77698808 -0.182217450 1.02884236  0.254553888 -0.049193371
## 631 0.95901383  0.132500996 0.81685742 -0.109344421  0.487680156
## 632 0.46280050 -0.668752936 0.57000093 -0.484522855  0.761352014
## 633 1.57584745  1.005565533 1.38132079  0.751568601 -1.481601509
## 634 0.56941802 -0.479403483 0.46415433 -0.772311008  0.600634145
## 635 0.12450997 -1.792032078 0.17262466 -1.546541383  1.287950121
## 636 0.60508434 -0.297696989 0.60575158 -0.276830846  0.625639102
## 637 1.18486598  0.484748997 1.29612357  0.627863733 -0.898497474
## 638 0.47464014 -0.675821575 0.46448032 -0.765188524  0.554438341
## 639 0.54467734 -0.493739652 0.39604763 -0.669449416  0.926274946
## 640 0.63356578 -0.346216517 0.94335046  0.142956673  0.935515281
## 641 1.62809697  0.976480042 1.94821290  1.273822589 -1.138138727
## 642 0.89171949  0.096747837 1.02093923  0.272175151  0.296771040
## 643 2.08223757  1.576357104 2.00236723  1.466743193 -1.707284031
## 644 1.17908602  0.476051308 0.92856162  0.120443772 -1.184260213
## 645 3.06413957  2.443208535 3.12433264  2.446832426 -3.238405219
## 646 0.74393360 -0.079563173 0.90458314  0.241526051  0.950322296
## 647 1.25510647  0.572115796 1.52155180  0.899965299 -0.240017099
## 648 0.87601159 -0.009397430 0.87946538  0.004002384 -0.351066801
## 649 0.65883176 -0.304370908 0.84336816  0.011483144  0.572068306
## 650 0.30894750 -1.371562078 0.33334576 -1.241852866  1.319945345
## 651 0.82004951 -0.006379653 1.07797681  0.382704347  0.822111739
## 652 0.12450997 -1.792032078 0.17262466 -1.546541383  1.287950121
## 653 2.23680844  1.632692485 2.36954667  1.721112981 -2.080499084
## 654 1.66796939  1.008382029 1.79285395  1.165412775 -0.830779536
## 655 0.53598367 -0.583283938 0.47568709 -0.768331357  0.735429820
## 656 0.74535550 -0.130745490 1.19286041  0.494216891  0.787280041
## 657 0.70144961 -0.352649088 0.68849316 -0.360489627  0.530572648
## 658 1.03667579  0.299432718 1.09369831  0.403553674 -0.175609483
## 659 1.12215310  0.398723379 0.92210016  0.095452147  0.086583918
## 660 0.56456462 -0.523979363 0.67386084 -0.295652602  0.891974675
## 661 0.02364591 -2.850010976 0.01971883 -3.065290054  1.034394642
## 662 0.11038902 -2.378800405 0.11670372 -2.275280485  1.042344336
## 663 1.21984852  0.524310567 1.75363107  1.111228197 -0.132220400
## 664 0.63656794 -0.489325907 0.62274979 -0.501803601  0.912789589
## 665 0.13856540 -1.906376634 0.09966658 -2.103151066  1.243390692
## 666 0.36092895 -1.228457378 0.34988194 -1.227567283  0.567375916
## 667 2.38296248  1.653918493 2.11224668  1.482432302 -1.472449049
## 668 0.56497844 -0.403719685 0.40010738 -0.481630875  0.999626382
## 669 0.22843809 -1.579260627 0.27965661 -1.341908525  0.971073179
## 670 0.31851770 -1.206565114 0.34019768 -1.173707963  1.141474647
## 671 1.49670532  0.909537515 1.22863576  0.550118723 -0.480045908
## 672 0.07428214 -2.188055059 0.05860843 -2.300872689  1.366160839
## 673 2.06863417  1.508551998 2.29691525  1.722643802 -1.480020448
## 674 0.28899228 -1.076016914 0.20742302 -1.325152626  1.100403961
## 675 0.48747158 -0.614908591 0.41358619 -0.703274049  0.392389472
## 676 1.87843137  1.238953471 1.70322375  1.095414859 -0.898392207
## 677 0.77551859 -0.162234648 1.01513808  0.237016069  0.120257085
## 678 0.36840487 -0.888511466 0.59365933 -0.386045758  0.998784222
## 679 0.84362349  0.022260168 1.22396222  0.531853877  0.372079275
## 680 0.59805267 -0.365403115 0.56585389 -0.415133226  0.899609692
## 681 0.36840487 -0.888511466 0.59365933 -0.386045758  0.998784222
## 682 1.17998796  0.477256800 1.23449883  0.547207436 -0.156565750
## 683 0.25623414 -1.569528083 0.28651432 -1.402664832  1.172518610
## 684 0.79717143  0.066599187 1.20529309  0.516352953  0.827263374
## 685 0.14085614 -2.162750930 0.15487341 -2.034809996  0.482979434
## 686 0.14529503 -1.709933012 0.10944879 -2.043323068  0.826493103
## 687 0.80142314 -0.110835331 0.80529634 -0.110297770  0.450367382
## 688 2.62874425  1.878826372 2.64233732  1.947559157 -3.735009015
## 689 0.66439165 -0.298113064 0.84113510  0.005904941  0.608104535
## 690 0.46733162 -0.608740406 0.54802422 -0.429214850  0.935571712
## 691 0.14442997 -1.691670504 0.11540159 -1.974643332  1.021035232
## 692 0.56059143 -0.588339170 0.69682399 -0.313270981  0.971596460
## 693 0.36578750 -0.904521390 0.31116565 -0.879178263  1.079273509
## 694 0.69180519 -0.160792348 0.65186018 -0.207684468  0.881249298
## 695 0.21015049 -1.387548294 0.17501065 -1.558043027  1.023898357
## 696 0.64510425 -0.288803039 0.91271934  0.135661351  0.633747706
## 697 0.36916361 -1.046523748 0.54412847 -0.626843664  1.209439837
## 698 0.19970055 -1.735643361 0.18170712 -1.829274837  1.075074308
## 699 0.46420000 -0.703159468 0.41896359 -0.883173157  0.437787441
## 700 0.72513764 -0.125270245 0.82446377  0.034501150  0.687113188
## 701 1.55079323  0.981930478 1.58412883  1.010038830 -0.635773707
## 702 0.20776752 -1.750590467 0.21019784 -1.725225791  0.562644407
## 703 0.25623414 -1.569528083 0.28651432 -1.402664832  1.172518610
## 704 0.70355577 -0.198646530 0.64722132 -0.323312472  0.448635056
## 705 0.74393360 -0.079563173 0.90458314  0.241526051  0.950322296
## 706 1.29152341  0.625182939 1.02363603  0.251938163 -0.277498789
## 707 0.41729648 -0.995786993 0.49115983 -0.792510445  0.939944466
## 708 0.19516952 -1.876282482 0.20165512 -1.785986720  0.601846481
## 709 0.54844618 -0.671320383 0.55331824 -0.649160889  0.781320615
## 710 0.31175344 -1.398736750 0.30156721 -1.390824595  1.147693332
## 711 1.29768969  0.629384363 0.96276609  0.160314476 -0.668949563
## 712 0.29320116 -1.262391526 0.29184739 -1.238882178  1.270048897
## 713 0.73561407 -0.144510980 1.25049960  0.561527330  0.548955827
## 714 0.94753776  0.145752158 1.10851876  0.381481649  0.394182808
## 715 0.23449992 -1.554851172 0.24341048 -1.539986660  1.258618432
## 716 5.25337101  3.711187229 5.12195681  3.561803610 -7.738280280
## 717 0.16252919 -1.656392723 0.21059492 -1.558335349  1.316698595
## 718 4.41915453  2.921666899 4.89809427  3.310149483 -3.727063652
## 719 0.16514310 -1.920674303 0.19827522 -1.703995190  1.509215861
## 720 0.79717143  0.066599187 1.20529309  0.516352953  0.827263374
## 721 0.76350821 -0.123927306 0.95101569  0.152135318  0.408828432
## 722 0.20220527 -1.563547359 0.18057460 -1.630375836  1.330703132
## 723 1.45167656  0.802994510 1.22883038  0.537763539 -0.640613978
## 724 0.39210569 -0.882407811 0.64819783 -0.367564349  0.860585457
## 725 0.41706534 -0.799954909 0.65220836 -0.350055519  1.007790210
## 726 0.28240105 -1.508133627 0.33804249 -1.265774365  0.965861652
## 727 0.02364591 -2.850010976 0.01971883 -3.065290054  1.034394642
## 728 0.43417508 -0.958990935 0.50241095 -0.746351210  1.295468826
## 729 0.83059966  0.012002922 0.93617280  0.167193114  0.586132518
## 730 0.09093175 -2.524039557 0.07681553 -2.566546511  1.307869254
## 731 0.15973032 -1.606540570 0.15106120 -1.750598764  1.328933866
## 732 0.30698884 -1.404254621 0.25627580 -1.560798544  1.290982856
## 733 0.85619743  0.058186395 0.85224806  0.058554742  0.302414187
## 734 1.23539867  0.541473115 1.34413261  0.644160103 -0.228405368
## 735 0.08195270 -2.093608689 0.08158463 -2.080606580  1.539235047
## 736 0.11038902 -2.378800405 0.11670372 -2.275280485  1.042344336
## 737 1.67351426  0.999775931 1.89211570  1.193452665 -1.160173788
## 738 1.75656694  1.215592373 1.60504639  1.031261930 -1.332559226
## 739 0.92336609  0.109360603 0.99025972  0.204109792  0.164368317
## 740 0.49930270 -0.586678984 0.46728731 -0.697017596  0.937667885
## 741 0.59044680 -0.427194601 0.42743143 -0.774374864  0.739794660
## 742 0.07286797 -2.103125437 0.05177104 -2.258857909  1.420898118
## 743 0.29320116 -1.262391526 0.29184739 -1.238882178  1.270048897
## 744 1.86728132  1.205302932 2.20930170  1.559645905 -1.527289908
## 745 1.56636744  0.905935339 1.55106805  0.914519251 -0.592941615
## 746 0.21015049 -1.387548294 0.17501065 -1.558043027  1.023898357
## 747 0.14882124 -1.648229444 0.14888093 -1.671533500  0.971444016
## 748 0.08571064 -2.132354933 0.08175105 -2.294974848  1.113709620
## 749 0.13856540 -1.906376634 0.09966658 -2.103151066  1.243390692
## 750 0.23449992 -1.554851172 0.24341048 -1.539986660  1.258618432
## 751 0.18579120 -1.506909400 0.18860806 -1.606046779  1.095123032
## 752 1.09546223  0.357595839 1.25442469  0.582388894  0.003054742
## 753 1.21984852  0.524310567 1.75363107  1.111228197 -0.132220400
## 754 0.41706534 -0.799954909 0.65220836 -0.350055519  1.007790210
## 755 0.99254199  0.237390662 0.65576803 -0.261087934  0.165330593
## 756 1.59729045  0.938221041 1.89487694  1.263585087 -1.127678494
## 757 0.24282316 -1.340425822 0.29063057 -1.165907115  1.378349866
## 758 1.66558854  1.081437312 1.70132321  1.104533840 -0.576282691
## 759 0.67862619 -0.377924764 0.76509136 -0.188552616  0.416996392
## 760 0.70065504 -0.351520862 0.79192576 -0.153285996  0.675708693
## 761 1.05159339  0.310800574 1.02075917  0.270486467  0.112266875
## 762 0.07428214 -2.188055059 0.05860843 -2.300872689  1.366160839
## 763 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 764 0.73835598 -0.142206067 0.71688082 -0.114130397  0.269816521
## 765 0.07428214 -2.188055059 0.05860843 -2.300872689  1.366160839
## 766 0.43888418 -0.724352855 0.54691026 -0.430454134  1.185357112
## 767 0.85117733 -0.049183243 0.90289991  0.052378840  0.118414660
## 768 0.68016957 -0.391823323 0.70099149 -0.334128204  1.077148192
## 769 0.80142314 -0.110835331 0.80529634 -0.110297770  0.450367382
## 770 0.56941802 -0.479403483 0.46415433 -0.772311008  0.600634145
## 771 0.56048039 -0.458920245 0.49220580 -0.441565250  1.070853724
## 772 0.36578750 -0.904521390 0.31116565 -0.879178263  1.079273509
## 773 0.31851770 -1.206565114 0.34019768 -1.173707963  1.141474647
## 774 1.97956175  1.275027390 2.55889770  1.716762502 -1.534274543
## 775 0.32591716 -1.015224851 0.16246105 -1.407480030  0.990484647
## 776 0.49346131 -0.529083600 0.32443447 -0.888281684  0.662695231
## 777 1.37499055  0.700791392 1.47807495  0.808975780 -0.398226905
## 778 4.61973542  3.329455276 4.55713661  3.307439374 -5.305280773
## 779 0.50144430 -0.768219970 0.44358463 -0.885660945  0.137313264
## 780 0.14442997 -1.691670504 0.11540159 -1.974643332  1.021035232
## 781 0.24282316 -1.340425822 0.29063057 -1.165907115  1.378349866
## 782 0.60508434 -0.297696989 0.60575158 -0.276830846  0.625639102
## 783 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 784 0.79717143  0.066599187 1.20529309  0.516352953  0.827263374
## 785 0.49226262 -0.759972411 0.54366858 -0.612466921  1.027977661
## 786 0.11038902 -2.378800405 0.11670372 -2.275280485  1.042344336
## 787 0.42733686 -0.868572626 0.37206618 -1.063331601  0.691645665
## 788 0.49697044 -0.594112275 0.98472744  0.242175256  0.920681464
## 789 0.68240667 -0.234475745 0.80639412 -0.041509265  0.782692960
## 790 0.79985504 -0.154819863 0.66237208 -0.414397321  0.053560009
## 791 0.33829534 -1.173941241 0.32578624 -1.236438193  1.037633966
## 792 0.90055237  0.061138973 0.88900334  0.050563599  0.197132655
## 793 2.15378144  1.561162720 2.39304132  1.744697859 -1.456859650
## 794 0.02602518 -3.103114994 0.02995804 -2.951673911  1.468566954
## 795 0.38205548 -0.873763606 0.44613132 -0.709982711  1.104703073
## 796 0.18579120 -1.506909400 0.18860806 -1.606046779  1.095123032
## 797 0.54802487 -0.485426409 0.61443208 -0.384722743  0.790636482
## 798 0.54995883 -0.336180246 0.56324539 -0.296630156  1.033642325
## 799 0.34499503 -0.912381596 0.21803343 -1.277242918  0.873016808
## 800 1.47935990  0.863156139 1.35172684  0.708523776 -0.459406401
## 801 0.68016957 -0.391823323 0.70099149 -0.334128204  1.077148192
## 802 0.04951869 -2.826144834 0.05148521 -2.719818339  1.519002989
## 803 0.72707879 -0.261264619 0.81979228 -0.076146093  0.534490664
## 804 0.70144961 -0.352649088 0.68849316 -0.360489627  0.530572648
## 805 0.74393360 -0.079563173 0.90458314  0.241526051  0.950322296
## 806 0.46280050 -0.668752936 0.57000093 -0.484522855  0.761352014
## 807 0.37565277 -0.850920325 0.23920442 -1.233368597  0.992542101
## 808 0.11919858 -1.921788565 0.18035335 -1.715493640  1.206304836
## 809 0.31588263 -1.227238313 0.38752210 -0.980472381  1.008282181
## 810 0.18579120 -1.506909400 0.18860806 -1.606046779  1.095123032
## 811 0.07286797 -2.103125437 0.05177104 -2.258857909  1.420898118
## 812 1.37499055  0.700791392 1.47807495  0.808975780 -0.398226905
## 813 0.82004951 -0.006379653 1.07797681  0.382704347  0.822111739
## 814 0.99797227  0.197870707 1.07285986  0.321170586  0.113046758
## 815 0.39883104 -0.816939282 0.57352518 -0.460822438  1.063870421
## 816 0.33065094 -1.008337317 0.21785206 -1.472642132  0.655604564
## 817 0.61217458 -0.410943412 0.77510798 -0.107889373  1.004356638
## 818 0.35123822 -1.144990946 0.37177578 -1.048774875  0.630231249
## 819 0.25623414 -1.569528083 0.28651432 -1.402664832  1.172518610
## 820 0.09655216 -2.342202622 0.10360437 -2.293904120  1.308364464
## 821 0.18592096 -1.617510145 0.24468811 -1.461708902  1.443136529
## 822 0.76350821 -0.123927306 0.95101569  0.152135318  0.408828432
## 823 0.81241299 -0.126641192 0.88920217  0.020905340  0.359994455
## 824 0.85441367 -0.010081290 0.86433750  0.014991550  0.191753448
## 825 0.13856540 -1.906376634 0.09966658 -2.103151066  1.243390692
## 826 0.19970055 -1.735643361 0.18170712 -1.829274837  1.075074308
## 827 0.79717143  0.066599187 1.20529309  0.516352953  0.827263374
## 828 0.18301882 -1.499678540 0.31629212 -0.991513494  1.365872119
## 829 0.32954989 -1.242335248 0.29647374 -1.359448463  0.399193109
## 830 2.77903004  1.949552972 2.90572372  2.121038685 -1.791760181
## 831 0.39883104 -0.816939282 0.57352518 -0.460822438  1.063870421
## 832 3.52882904  2.797887196 3.35972176  2.620511877 -4.481500787
## 833 0.68479531 -0.196935339 0.83069933  0.138711372  0.676845242
## 834 0.34532044 -0.959105589 0.32273225 -0.967812406  1.192009292
## 835 0.32563124 -1.094239277 0.35636282 -0.990248473  0.971202500
## 836 0.86771174 -0.028047588 0.73510677 -0.265412465  0.455957897
## 837 0.36092895 -1.228457378 0.34988194 -1.227567283  0.567375916
## 838 0.51809096 -0.699445521 0.62763335 -0.432734603  0.849688211
## 839 0.64331119 -0.471254503 0.71754843 -0.300381144  0.557844171
## 840 0.37474624 -1.098331188 0.44922966 -0.855572086  0.322793283
## 841 1.83317316  1.287385030 1.51592042  0.920633288 -1.098541848
## 842 1.19881933  0.502661687 1.35406931  0.696130130  0.050577202
## 843 0.16514310 -1.920674303 0.19827522 -1.703995190  1.509215861
## 844 0.68494202 -0.231709811 0.54533184 -0.457850350 -0.114620677
## 845 0.41705328 -0.986953232 0.34866427 -1.151824303  0.816073543
## 846 0.30978075 -1.374540416 0.32407120 -1.278137041  1.129170037
## 847 0.28012534 -1.317872563 0.29696568 -1.230940935  1.338737913
## 848 0.11919858 -1.921788565 0.18035335 -1.715493640  1.206304836
## 849 0.63356578 -0.346216517 0.94335046  0.142956673  0.935515281
## 850 1.58365026  0.966286908 1.79659872  1.177531558 -0.380822845
## 851 0.18592096 -1.617510145 0.24468811 -1.461708902  1.443136529
## 852 0.10605416 -2.092207094 0.14660566 -1.931380729  1.399050147
## 853 1.07805997  0.328657771 1.29969018  0.647405424 -0.026266582
## 854 1.37045098  0.736992997 1.88466242  1.326830632 -1.041853212
## 855 0.30698884 -1.404254621 0.25627580 -1.560798544  1.290982856
## 856 0.47564366 -0.779077252 0.56960109 -0.538711093  0.849538581
## 857 0.08571064 -2.132354933 0.08175105 -2.294974848  1.113709620
## 858 0.68240667 -0.234475745 0.80639412 -0.041509265  0.782692960
## 859 0.86426041  0.052864968 0.90685629  0.095907233  0.274226649
## 860 1.37045098  0.736992997 1.88466242  1.326830632 -1.041853212
## 861 0.47700501 -0.856256941 0.40340626 -1.045600451  0.476286741
## 862 0.34532044 -0.959105589 0.32273225 -0.967812406  1.192009292
## 863 0.41705328 -0.986953232 0.34866427 -1.151824303  0.816073543
## 864 0.22506604 -1.642471303 0.22030358 -1.662753304  0.630246813
## 865 0.12879770 -2.077591822 0.15572384 -1.871559931  1.478548280
## 866 0.61217458 -0.410943412 0.77510798 -0.107889373  1.004356638
## 867 0.40285832 -1.000529571 0.47313949 -0.821121649  0.707118500
## 868 0.81548709 -0.008803059 1.38138589  0.701397752  0.351791401
## 869 0.41030808 -0.797485346 0.63651087 -0.317030825  0.756886412
## 870 1.01698109  0.266787508 1.38821254  0.731949345  0.425729795
## 871 1.31874867  0.647927793 1.24346828  0.560990886 -0.443218287
## 872 0.04951869 -2.826144834 0.05148521 -2.719818339  1.519002989
## 873 0.52340415 -0.422429389 0.41009760 -0.621383556  0.959970889
## 874 0.40285832 -1.000529571 0.47313949 -0.821121649  0.707118500
## 875 0.02364591 -2.850010976 0.01971883 -3.065290054  1.034394642
## 876 0.36625198 -0.741654299 0.34264044 -0.766958106  1.108239503
## 877 1.39538858  0.723127440 2.29748357  1.598103106 -0.362706411
## 878 0.31851770 -1.206565114 0.34019768 -1.173707963  1.141474647
## 879 0.09655216 -2.342202622 0.10360437 -2.293904120  1.308364464
## 880 1.76331026  1.088382258 2.81374603  1.968218112 -0.772695992
## 881 1.04292170  0.316485838 1.22615428  0.530405597  0.417188855
## 882 1.44892203  0.827785917 1.26214859  0.587034142 -1.517529128
## 883 0.65508160 -0.361831870 0.79006433 -0.102675313  0.415377975
## 884 0.46280050 -0.668752936 0.57000093 -0.484522855  0.761352014
## 885 0.33829534 -1.173941241 0.32578624 -1.236438193  1.037633966
## 886 0.27895507 -1.204195120 0.33258654 -1.124913347  1.086552451
## 887 0.79717143  0.066599187 1.20529309  0.516352953  0.827263374
## 888 0.40160863 -1.085654725 0.43185458 -0.959296223  0.705855044
## 889 0.62168212 -0.423368062 0.58195588 -0.534689653  0.136969887
## 890 0.46280050 -0.668752936 0.57000093 -0.484522855  0.761352014
## 891 0.54467734 -0.493739652 0.39604763 -0.669449416  0.926274946
## 892 1.40254503  0.792033422 1.38929060  0.767582256 -0.543084318
## 893 1.21984852  0.524310567 1.75363107  1.111228197 -0.132220400
## 894 1.26995597  0.608547536 1.27023273  0.603860030 -0.106813332
## 895 0.04951869 -2.826144834 0.05148521 -2.719818339  1.519002989
## 896 0.81428155 -0.032452131 1.06097109  0.315612717  0.546264839
## 897 1.01698109  0.266787508 1.38821254  0.731949345  0.425729795
## 898 0.33101883 -1.075109761 0.34786126 -1.011730076  0.622407331
## 899 0.30297558 -1.106370774 0.38689391 -0.950150267  1.243145654
## 900 0.46479232 -0.761549017 0.68116234 -0.325605758  1.227368165
## 901 1.08616033  0.346735888 0.93853317  0.130617141 -0.867602685
## 902 1.99791230  1.297302042 1.67228355  0.957804065 -1.860053727
## 903 0.85486399  0.030791241 0.91529774  0.101108454  0.283963183
## 904 0.99172110  0.200719165 1.30989970  0.655439307  0.165947351
## 905 0.74539967 -0.156154598 0.69765933 -0.276576238  0.326906467
## 906 0.51589072 -0.782706375 0.59855046 -0.556175907  0.551715513
## 907 0.34499503 -0.912381596 0.21803343 -1.277242918  0.873016808
## 908 1.34151537  0.662315358 1.63790667  0.964130942 -0.189193585
## 909 2.74521227  2.150780424 2.72727476  2.090333697 -2.762884653
## 910 0.84422809  0.015415274 1.44565609  0.800097484  0.126902070
## 911 0.37474624 -1.098331188 0.44922966 -0.855572086  0.322793283
## 912 0.11038902 -2.378800405 0.11670372 -2.275280485  1.042344336
## 913 0.28899228 -1.076016914 0.20742302 -1.325152626  1.100403961
## 914 0.69424082 -0.215400668 1.19659755  0.496755633  0.425113034
## 915 0.28820039 -1.472315313 0.31261132 -1.335377065  1.219060856
## 916 0.32967320 -1.175001415 0.36430609 -1.101478870  0.726383186
## 917 0.74393360 -0.079563173 0.90458314  0.241526051  0.950322296
## 918 0.54802487 -0.485426409 0.61443208 -0.384722743  0.790636482
## 919 0.19528530 -1.605392108 0.18449880 -1.623449150  1.389239896
## 920 1.74033695  1.135430263 1.72792876  1.109939602 -1.040436116
## 921 0.64510425 -0.288803039 0.91271934  0.135661351  0.633747706
## 922 0.46479232 -0.761549017 0.68116234 -0.325605758  1.227368165
## 923 2.11938039  1.412335099 1.93965320  1.254264684 -1.556651980
## 924 0.07286797 -2.103125437 0.05177104 -2.258857909  1.420898118
## 925 0.33961386 -1.236610901 0.31394465 -1.314774175  0.878452220
## 926 0.12879770 -2.077591822 0.15572384 -1.871559931  1.478548280
## 927 0.74393360 -0.079563173 0.90458314  0.241526051  0.950322296
## 928 0.53598367 -0.583283938 0.47568709 -0.768331357  0.735429820
## 929 1.68722470  1.012568854 1.98126929  1.269253634 -0.679531342
## 930 1.25510647  0.572115796 1.52155180  0.899965299 -0.240017099
## 931 0.80142314 -0.110835331 0.80529634 -0.110297770  0.450367382
## 932 0.12450997 -1.792032078 0.17262466 -1.546541383  1.287950121
## 933 1.98752951  1.461567364 1.76588709  1.212943361 -1.240578130
## 934 0.12450997 -1.792032078 0.17262466 -1.546541383  1.287950121
## 935 0.79717143  0.066599187 1.20529309  0.516352953  0.827263374
## 936 0.08195270 -2.093608689 0.08158463 -2.080606580  1.539235047
## 937 1.15978339  0.452222672 1.74580983  1.086220358  0.263905565
## 938 0.95510301  0.134254056 0.91779804  0.074403955  0.298120175
## 939 0.41706534 -0.799954909 0.65220836 -0.350055519  1.007790210
## 940 1.20561326  0.507541730 1.51272238  0.871052910  0.050792816
## 941 0.10605416 -2.092207094 0.14660566 -1.931380729  1.399050147
## 942 2.36252447  1.588029202 3.69329806  2.414087551 -1.617042907
## 943 2.32010333  1.600356610 2.83364344  2.065513977 -1.808992636
## 944 1.65938188  1.111408612 1.48890673  0.894016942 -0.590975117
## 945 0.79717143  0.066599187 1.20529309  0.516352953  0.827263374
## 946 0.21452214 -1.590064994 0.18334836 -1.686448849  1.208763336
## 947 1.05876575  0.327280006 1.18461655  0.493979825  0.295962032
## 948 0.86648164  0.009312365 1.09279257  0.355132441  0.018260376
## 949 0.16252919 -1.656392723 0.21059492 -1.558335349  1.316698595
## 950 0.16514310 -1.920674303 0.19827522 -1.703995190  1.509215861
## 951 0.79717143  0.066599187 1.20529309  0.516352953  0.827263374
## 952 0.11818187 -2.299226373 0.11220920 -2.267270977  1.208467917
## 953 0.69180519 -0.160792348 0.65186018 -0.207684468  0.881249298
## 954 0.38022774 -1.166732354 0.34170783 -1.254427708  1.152584420
## 955 0.79083011 -0.145288974 0.94963078  0.137602434  0.610229320
## 956 0.16514310 -1.920674303 0.19827522 -1.703995190  1.509215861
## 957 3.44017678  2.682027057 3.31472211  2.566550071 -3.580433197
## 958 0.90796424  0.045957616 0.76301738 -0.206810706  0.349840811
## 959 0.06919952 -2.516458220 0.05705531 -2.663271109  0.842752498
## 960 0.15096376 -2.027824323 0.17720540 -1.828711531  0.837348041

###IRT scoring

data$DGS_7C_1 <- rowSums(DGS_7model_1)/ncol(DGS_7model_1)
data$DGS_7C_2 <- rowSums(DGS_7model_2)/ncol(DGS_7model_2)
data$DGS_7C_3 <- rowSums(DGS_7model_3)/ncol(DGS_7model_3)
data$DGS_7C_4 <- rowSums(DGS_7model_4)/ncol(DGS_7model_4)
data$DGS_7C_5 <- rowSums(DGS_7model_5)/ncol(DGS_7model_5)
data$DGS_7C_6 <- rowSums(DGS_7model_6)/ncol(DGS_7model_6)
data$DGS_7C_7 <- rowSums(DGS_7model_7)/ncol(DGS_7model_7)
data$DGS_7C_1_fscore <- fscores(DGS_IRT_1)
data$DGS_7C_2_fscore <- fscores(DGS_IRT_2)
data$DGS_7C_3_fscore <- fscores(DGS_IRT_3)
data$DGS_7C_4_fscore <- fscores(DGS_IRT_4)
data$DGS_7C_5_fscore <- fscores(DGS_IRT_5)
data$DGS_7C_6_fscore <- fscores(DGS_IRT_6)
data$DGS_7C_7_fscore <- fscores(DGS_IRT_7)
psych::omega(HEXACO_C, nfactors = 4)

## Omega 
## Call: omegah(m = m, nfactors = nfactors, fm = fm, key = key, flip = flip, 
##     digits = digits, title = title, sl = sl, labels = labels, 
##     plot = plot, n.obs = n.obs, rotate = rotate, Phi = Phi, option = option, 
##     covar = covar)
## Alpha:                 0.82 
## G.6:                   0.83 
## Omega Hierarchical:    0.65 
## Omega H asymptotic:    0.75 
## Omega Total            0.87 
## 
## Schmid Leiman Factor loadings greater than  0.2 
##                 g   F1*   F2*   F3*   F4*   h2   u2   p2
## HEXACO_C_1   0.58                    0.67 0.79 0.21 0.43
## HEXACO_C_2   0.54              0.46       0.52 0.48 0.57
## HEXACO_C_3   0.27        0.45             0.30 0.70 0.25
## HEXACO_C_4   0.55        0.32             0.46 0.54 0.67
## HEXACO_C_5   0.52        0.47             0.53 0.47 0.51
## HEXACO_C_6   0.35        0.45             0.35 0.65 0.36
## HEXACO_C_7   0.67  0.45                   0.65 0.35 0.68
## HEXACO_C_8   0.66  0.22        0.29       0.57 0.43 0.75
## HEXACO_C_9               0.36             0.19 0.81 0.14
## HEXACO_C_10  0.65  0.37                   0.58 0.42 0.74
## 
## With Sums of squares  of:
##    g  F1*  F2*  F3*  F4* 
## 2.74 0.42 0.87 0.38 0.52 
## 
## general/max  3.16   max/min =   2.27
## mean percent general =  0.51    with sd =  0.21 and cv of  0.41 
## Explained Common Variance of the general factor =  0.56 
## 
## The degrees of freedom are 11  and the fit is  0.09 
## The number of observations was  960  with Chi Square =  81.51  with prob <  7.5e-13
## The root mean square of the residuals is  0.03 
## The df corrected root mean square of the residuals is  0.05
## RMSEA index =  0.082  and the 10 % confidence intervals are  0.066 0.099
## BIC =  5.97
## 
## Compare this with the adequacy of just a general factor and no group factors
## The degrees of freedom for just the general factor are 35  and the fit is  0.58 
## The number of observations was  960  with Chi Square =  553.61  with prob <  1.5e-94
## The root mean square of the residuals is  0.1 
## The df corrected root mean square of the residuals is  0.12 
## 
## RMSEA index =  0.124  and the 10 % confidence intervals are  0.115 0.134
## BIC =  313.27 
## 
## Measures of factor score adequacy             
##                                                  g   F1*  F2*   F3*  F4*
## Correlation of scores with factors            0.85  0.55 0.71  0.60 0.77
## Multiple R square of scores with factors      0.72  0.30 0.51  0.36 0.60
## Minimum correlation of factor score estimates 0.43 -0.39 0.02 -0.28 0.20
## 
##  Total, General and Subset omega for each subset
##                                                  g  F1*  F2*  F3*  F4*
## Omega total for total scores and subscales    0.87 0.75 0.71 0.66 0.78
## Omega general for total scores and subscales  0.65 0.54 0.32 0.48 0.34
## Omega group for total scores and subscales    0.16 0.21 0.39 0.19 0.44
DGS_HEXACO <- data %>%
  select(c(HEXACO_C,starts_with("DGS_7C_")))

cor.plot(DGS_HEXACO)

##with factor scores
DGSf_HEXACO <- data %>%
  select(c(HEXACO_C,ends_with("fscore")))

cor.plot(DGSf_HEXACO)

###Code Book

#```{r codebook} #codebook_data <- data %>% #select only the variables to display for codebook #select(-ID)

metadata(data)\(name <- "A short name for the data" metadata(data)\)description <- “Longer description of the dataset” metadata(data)$temporalCoverage <- “Tdataspan of data collection”

codebook(data, metadata_json = F, metadata_table = F) #generate codebook, excluding some messy meta-data ```